{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import tree\n",
    "from IPython.display import Image\n",
    "\n",
    "np.set_printoptions(precision=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dont worry about why I choose it\n",
    "my_random_state = 13"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Objective Function in CART"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The objective function in CART's purpose is to maximize the information gain (IG) at each split. Loosely it is given by:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$IG = (information\\space before\\space splitting) - (information\\space  after\\space splitting)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A more formal definition is given below"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\huge IG(D_p,f)=I(D_p) - \\sum_{j=1}^{m}\\frac{N_j}{N}I(D_j)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "where f is the feature to perform the split, and D_p and D_j are the datasets of the parent and jth child node, respectively. I is the impurity measure. N is the total number of samples, and N_j is the number of samples at the jth child node. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's take a look at the most commonly used splitting criteria for classification (as described in CART). For simplicity, I will write the equations for the binary split, but of course it can be generalized for multiway splits. So, for a binary split we can compute IG as"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\huge IG(D_p,f)=I(D_p) - \\frac{N_{left}}{N}I(D_{left})- \\frac{N_{right}}{N}I(D_{right})$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Information Criterion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generally, your performance will not change whether you use Gini impurity or Entropy. \n",
    "\n",
    "<li>It only matters in 2% of the cases whether you use gini impurity or entropy. </li>\n",
    "<li>Entropy might be a little slower to compute (because it makes use of the logarithm). </li>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gini"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are trying to explain how the numbers for gini came to be"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#PATH = !pwd\n",
    "Image(filename =\"../images/iris_depth1_gini_decisionTree.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The formula for information gain can be found below"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\Huge I_G=1 - \\sum_{j=1}^{c}p_{j}^{2}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gini for Parent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6651785714285714"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1 - ( (38.0/ 112)**2 + (40.0/ 112)**2 + (34.0/ 112)**2  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gini for Child Node (left)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1 - ( (38.0/ 38)**2 + (0.0/ 38)**2 + (0.0/ 38)**2  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gini for Child Node (right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4967129291453616"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1 - ( (0.0/ 74)**2 + (40.0/ 74)**2 + (34.0/ 74)**2  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Information Gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.33662500000000006"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    ".665 - 0 - (74/ 112) * .497"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Entropy "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are trying to explain how the numbers for entropy came to be"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename = \"../images/iris_depth1_entropy_decisionTree.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The formula for information entropy (for all non-empty classes) can be found below:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\Huge I_H=- \\sum_{j=1}^{c}p_{j}log_{2}(p_j)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Entropy for Parent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.581711119299905"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "-1*( ((38.0/112)*np.log2(38.0/112))+((40.0/112)*np.log2(40.0/112))\\\n",
    "    +((34.0/112)*np.log2(34.0/112)) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Entropy for Child Node (left)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.0"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "-1*( ((38.0/38)* np.log2(38.0/38)) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Entropy for Child Node (right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9952525494396791"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "-1*( ((40.0/74)* np.log2(40.0/74)) + ((34.0/74)* np.log2(34.0/74)) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Information Gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9242892857142858"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1.5817 - 0 - (74/112) * .995"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bad Split (for blog purposes. Ignore this as it is gini not entropy)\n",
    "petal length <= 3.6 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dont worry about why I choose it\n",
    "my_random_state = 13"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "data = load_iris()\n",
    "\n",
    "df = pd.DataFrame(data.data, columns=data.feature_names)\n",
    "\n",
    "# To simplify the decision tree, \n",
    "# I am restricting it to only one feature\n",
    "df = df[['petal length (cm)']]\n",
    "\n",
    "df['target'] = data.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   petal length (cm)  target\n",
       "0                1.4       0\n",
       "1                1.4       0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Mimic Section from Decision Tree Anatomy\n",
    "'Iris-setosa','Iris-versicolor','Iris-virginica'\n",
    "<br/>Split Data into Training and Test Sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# test_size: what proportion of original data is used for test set\n",
    "X_train, X_test, y_train, y_test = train_test_split(df['petal length (cm)'],df['target'],random_state=my_random_state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainData = pd.concat([X_train, pd.DataFrame(y_train)], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    35\n",
       "2    34\n",
       "Name: target, dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "splitFilter = trainData['petal length (cm)'] > 3.6 \n",
    "trainData.loc[splitFilter, 'target'].value_counts(dropna = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Information for Parent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6651785714285714"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1 - ( (38.0/ 112)**2 + (40.0/ 112)**2 + (34.0/ 112)**2  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Information for Child Node (left)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2055164954029205"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1 - ( (38.0/ 43)**2 + (5.0/ 43)**2 + (0.0/ 43)**2  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Information for Child Node (right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4998949800462087"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1 - ( (0.0/ 69)**2 + (35.0/ 69)**2 + (34.0/ 69)**2  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Information Gain (Gini Criterion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.040999999999999925"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    ".665 - (.206 + .500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### samples = 43, value = [38, 5, 0], class = setosa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Entropy Information for Parent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.581711119299905"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "-1*( ((38.0 / 112)* np.log2(38.0/112)) + ((40.0 / 112)* np.log2(40.0/112)) + ((34.0 / 112)* np.log2(34.0/112)) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Entropy Information for Child Node (left)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5185697317883058"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "-1*( ((38.0 / 43.0)* np.log2(38.0/43.0)) + ((5.0 / 43.0)* np.log2(5.0/43.0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Entropy Information for Child Node (right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9998484829291058"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "-1*( ((35.0 / 69)* np.log2(35.0/69)) + ((34.0 / 69)* np.log2(34.0/69)) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Information Gain (Entropy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.06330000000000013"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1.5817 - (.5186 + .9998)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Graphing Gini vs Entropy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Different impurity measures (Gini index and entropy) usually yield similar results. Thanks to [Data Science StackExchange](https://datascience.stackexchange.com/questions/10228/gini-impurity-vs-entropy#_=_) and [Sebastian Raschka](https://twitter.com/rasbt) for the inspiration for this graph.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ofmz3I+XdyxNxI4Kuv3Wl4dyG7Li4owCTCkOw1s/3xIkTCQgI4Pjx4/Ts2ZMBAwZw6dIlAEJDQwHYsmULcXFxrFq1Kut5u3fv5sSJE2zZsoUdOzJ/fwcFBXHo0CHWrl1LaGgoLi4utG3blocPH2Y9LyUlhQkTJhAcHMyBAwfIyMigc+fOqKpK5cqV8ff3Z/78+dkyzp8/nz59+uDg4FDQvxz5IguF6OHr66vKsTpCaCviegTjd41n7dnMi8W7O7rz8Rsf8+HrH1LIsZDG6YQ1SElPYd6xeXy15yvik+IBeLPKm0x6cxJ+5fw0TifyytfX95lZTWWCNgvHqF/kfgwWFBTE4sWLcXJyynb/iBEj+Oabb1AUhbFjxzJ58mQA0tPTcXd3Z/bs2QQGBhITE0OVKlU4fPgwvr6+2fa7ceNGrly5gqOjIwBRUVF4enqye/dumjVrBmQedlqxYkWmTp3KoEGDCAkJoX///uzbt4/GjRsDcOnSJapWrcrWrVvx9/dnxYoVDB48mLi4OJycnIiMjMTLy4uIiAi8vb1zfM/P6+p5CmKhEJlB1iM6OlrrCMKIAgMDtY4gnnLt/jUGrB3Aq7NeZe3ZtbjYuzC28ViiP4hmfPPx+R4cS9/WJT99O9o5MrzBcM7/4zyT35xMEaci7IjeQcO5Dem8vHO2pa2FabDUz3ezZs0IDw/PdhszZkzW40+vDmhnZ0fJkiW5ceNGjvv19vbOGhwDREZGYmNjwxtvvJF1X+HChalTpw6nT5/Ous/GxgY/v//9I7FSpUp4eHhkbRMQEICDg0PWbPX8+fPx8/PL1eBYa7JQiB5PjtcR1uHpY7WEdh6kPuC7v75jyl9TSE5Lxt7GnqG+Q/m06aeUcStjsNeRvq2LIfp2dXBlbJOxDKk/hCn7p/DDoR9Yc2YNG85tYLjvcL5o8QXFnIsZIK3Ir7z2nZeZXC25uLhQvXr1Fz7+9wVQFEXJ1WIbrq7ZVxPVd3RBXpZpt7e3p2/fvsyfP58ePXqwaNEiJk6cmOvna0lmkPWQGWTrYqkzDuZCp+oICQ/B8ydPvtz9JclpyXSp1YXTI04zvd10gw6OQfq2Nobsu6hzUSb7T+bCqAu87/M+OlXH9NDpVJ9enR8P/UhahlxDX2vy+X7Wk2N+MzIyctzWy8sLnU7HgQMHsu67d+8eEREReHn97wpBOp2Ow4cPZ31/+fJlrl27lm0p78GDB7Nr1y5mzJjB/fv3effddw3xdgqcDJD1kBlk6yIzitrZf3k/vrN96b+2P9fuX6N+2frsDtrNyh4rqV7sxbMl+SF9W5eC6LtsobL88vYvHBtyjFZVWnHn0R1GbRlF3Vl12RxlmZcZMxeW+vlOSUkhPj4+2y0hISFXzy1VqhTOzs5s3bqV69ev672UbY0aNQgICGDIkCHs3buXiIgIAgMDcXd3p1evXlnb2dnZ8eGHH3LgwAHCw8Pp168ftWvXxt/fP2sbT09PmjRpwpgxY+jWrRvu7u4v/wtgRDJA1uPy5ctaRxBGNGzYMK0jWJ0bD24QtCaIJsFNOBZ/jPLu5VnUeRGhg0NpVqlZgb629G1dCrLvuqXr8kefP1j77lqqF6vOmZtnaL+0PR2XduTinYsF9rrixSz18/3HH39QtmzZbLfXXnstV8+1s7Nj+vTpzJ07Fw8PDwICAvRuHxwcjJ+fH506dcLPz4/k5GS2bNmCs7Nz1jaOjo589tln9O3bl4YNG6LT6Vi1atUzh2EMHDiQ1NRUBg4cmPc3rRG5ioUePj4+6tGjR7WOIYwkKSkJNzc3rWNYhQxdBrPCZvH5rs+5++guDrYO/KvxvxjbZCwu9sZZwVL6ti7G6js1I5WfQn9iwu4J3Eu5h5OdE581/YwxjcbgaOeY8w6EQejrO7dXRhD6hYSEMHLkSJKSknLc9ptvvmHevHmcO3cuT68hV7EwUfHx8VpHEEY0depUrSNYhYNXDtJgTgNGbh7J3Ud3aVOtDSeHnWRiy4lGGxyD9G1tjNW3g60D/3zjn5wdeZbedXrzKP0R43eNp+6sunL9ZCOSz7dpSEpKIiwsjB9++IEPPvhA6zh5IgNkPYoXz9vCA8K8PX1clTC8eyn3GLZhGG/Me4Nj8ceo4F6BlT1Wsrn3ZmoUr2H0PNK3dTF232XcyrC4y2J29t1JzRI1OXfrHP6L/Om1shdx92URqoImn2/TMHLkSBo3bkzjxo0ZMmSI1nHyRAbIety7d0/rCMKIdu3apXUEi7Xh3AZqz6jNrCOzsLOxY2zjsUSOiKRLrS55umSQIUnf1kWrvltWacnxoceZ1GoSznbOLDu5DK8ZXoSEh8iy1QVIPt8FLygoKMfDK0JCQkhJSeH333/Hzs68riwsA2Q9nj4QXVi+mjVrah3B4iQ8SKDXyl68vextrty7QgOPBhx9/yiT/Sfj6uCa8w4KkPRtXbTs28HWgXFNx3Fq+CnaVW/H3Ud36b+2P+2WtOPS3Uua5bJk8vkW+SUDZD3S09O1jiCM6O7du1pHsBiqqrL4xGJq/VyLZSeX4WznzPetv+fAwAPUKV1H63iA9G1tTKHvKkWrsLHXRha+s5CiTkXZemEr3jO9mXl4Jjo158UcRO6ZQt/CvMkAWQ/58Zd1efjwodYRLML1pOsE/BpAn9V9uPXwFm9WeZOTw08y+o3R2NrYah0vi/RtXUylb0VR6PNqH06POE3XWl1JSk1i+KbhtFzQkvO3z2sdz2KYSt/CfMkAWY8nq84I6yALw+TfqshVeM/0Zv259RR2LMz8TvPZ3mc7VYtW1TraM6Rv62JqfZdxK8OKHitY0X0FpVxLsefSHl6d9Sq/hP0ikzMGYGp9C/MjA2Q9Hjx4oHUEYUQHDx7UOoLZSnyUSL81/ej6W1duJt/Ev6o/J4efpP9r/TU7CS8n0rd1MdW+u3p15fTw0/Sq04vktGSGbhzK28veJj5JLjOaH6batzAfMkDWo0iRIlpHEEbUuXNnrSOYpZ3RO6kzsw4Ljy/E2c6ZH9v9yNbArZR3L691NL2kb+tiyn0XdynOki5L+LXrrxRxKsLGqI3UmVmHNWfWaB3NbJly38I8yABZj9yuby4sw4wZM7SOYFZSM1L5aOtHvLnwTWLvxdLAowHHhhxjpN9IbBTT/6NF+rYu5tB3T++eRAyL4M0qb3Iz+Sadl3dm4NqB3E+5r3U0s2MOfQvTZvp/i2nIw8ND6wjCiL766iutI5iN87fP02heI74/+D22ii0TWkzgr4F/8UqJV7SOlmvSt3Uxl77Lu5dnW59t/LfNf3G0dWR++Hzq/VKPw1cPax3NrJhL33kRFBSEoijP3F5//fVcPT8mJgZFUWSZ7VySAbIely7J9SmtyaBBg7SOYBaWRizltV9e40jcESoXqcy+Afv4d/N/Y2djXheBl76tizn1baPY8MHrH3B0yFHqlanHxTsXaTy/Mf89+F85gS+XzKnvvPD39ycuLi7bbdOmTQZ9jdTUVIPuz1zJAFmPypUrax1BGFFISIjWEUzag9QHDFg7gN6repOUmkR3r+4cG3KM18vnbvbC1Ejf1sUc+/Yq6cXBgQf5h98/SNOlMXrraN5Z/g63H97WOprJM8e+c8PR0ZEyZcpkuxUrVgzIvITg7Nmz6d69O66urlStWpXFixdnPffJlT0aNGiAoii0aNECyJyZ7tixI9988w3ly5enfPnM80fu3LlDv379KFq0KM7Ozvj7+3Pq1Kms/YWEhODm5sb69evx9PTEycmJli1bcvHiRSBzxtrW1vaZGes5c+ZQokQJkx+IywBZj+joaK0jCCPq06eP1hFM1onrJ/Cd40tweDBOdk780vEXlndbThEn8z2RVfq2Lubat6OdI9PbTWdlj5UUcSrCurPrqDerHvsv79c6mkkz177za+LEiQQEBHD8+HF69uzJgAEDsn4aHhoaCsCWLVuIi4tj1apVWc/bvXs3J06cYMuWLezYsQPIHDgfOnSItWvXEhoaiouLC23bts12jemUlBQmTJhAcHAwBw4cICMjg86dO6OqKpUrV8bf35/58+dnyzh//nz69Olj+pfSVVVVbi+41a9fXxXC2gUfC1ad/s9J5UvU2j/XViOuR2gdSQirFH0nWm04p6HKl6i2E2zVyXsnqxm6DK1jmR1z/bu9X79+qq2trerq6prt9sknn6iqqqqAOnbs2Kzt09LSVGdnZ3XRokWqqqpqdHS0CqiHDx9+Zr8lSpRQHz16lHXfuXPnVEDdvXt31n13795V3d3d1Tlz5qiqqqrBwcEqoO7bty9rm5iYGNXGxkbdvn27qqqq+vvvv6tFihRRHz58qKqqqp4+fVoF1IiI3P09ktuugDDVwGNAmUHWIyYmRusIwoiCgoK0jmBSUtJTGLJ+CP3X9udR+iMGvjaQ0MGheJfy1jqaQUjf1sUS+q5cpDJ7++9lTKMxZKgZjNsxjs7LO5P4KFHraCbHEvp+nmbNmhEeHp7tNmbMmKzH69atm/XfdnZ2lCxZkhs3buS4X29vbxwdHbO+j4yMxMbGhjfeeCPrvsKFC1OnTh1Onz6ddZ+NjQ1+fn5Z31eqVAkPD4+sbQICAnBwcMiarZ4/fz5+fn54e5v+3yMyQNajUqVKWkcQRjR37lytI5iMy4mXaRrclNlHZ+No68i8TvOY22kuLvYuWkczGOnbulhK3/a29kx5awob3tuQdchFgzkNOHnjpNbRTIql9P13Li4uVK9ePdutRIkSWY/b29tn215RFHQ6XY77dXV1zfa9qudk0Lws/mRvb0/fvn2ZP38+6enpLFq0iIEDB+b6+VqSAbIe165d0zqCMKLx48drHcEkbL+wHZ9ffDh87TCVi1Tmr4F/MeC1AVrHMjjp27pYWt8dPDsQNjiMuqXrEnU7itfnvs5vp37TOpbJsLS+DeHJMb8ZGRk5buvl5YVOp+PAgQNZ9927d4+IiAi8vLyy7tPpdBw+/L9LEF6+fJlr165Rq1atrPsGDx7Mrl27mDFjBvfv3+fdd981xNspcDJA1qNkyZJaRxBGNHz4cK0jaEqn6pi0dxJtFrfh1sNbtK3elrDBYfiU9dE6WoGw9r6tjSX2Xa1YNQ4MPEDvOr15kPaAnit68vG2j0nXpWsdTXOW2DdknhQXHx+f7ZbbRc1KlSqFs7MzW7du5fr16yQmvvjQnBo1ahAQEMCQIUPYu3cvERERBAYG4u7uTq9evbK2s7Oz48MPP+TAgQOEh4fTr18/ateujb+/f9Y2np6eNGnShDFjxtCtWzfc3d1f/hfAiGSArMfdu3e1jiCMaPXq1VpH0MyD1My/XD/b+RkAXzT/gg3vbaC4S3GNkxUca+7bGllq3y72LizqvIjpbadjZ2PH1ANTeWvRWyQ8sO6VYC217z/++IOyZctmu7322mu5eq6dnR3Tp09n7ty5eHh4EBAQoHf74OBg/Pz86NSpE35+fiQnJ7NlyxacnZ2ztnF0dOSzzz6jb9++NGzYEJ1Ox6pVq545DGPgwIGkpqaazeEVAIq+40ysXa1atdTIyEitYwgjCQ0NzXaygbWITYwl4NcAjsUfw93RnaVdltLBs4PWsQqctfZtrayh732X99H99+7EJ8VTuUhl1r+33mJOqs0rfX37+vrKanIGEBISwsiRI0lKSspx22+++YZ58+Zx7ty5PL1GbrtSFOWIqqq+edp5DmQGWQ9Tv4i1MCxrvO71gdgDNJjTgGPxx6hWNPPHtdYwOAbr7NuaWUPfTSo24cj7R2jg0YCYuzE0mteIjec2ah1LE9bQtzlISkoiLCyMH374gQ8++EDrOHkiA2Q98nKmpjB/T//YyBosCF9AiwUtuP7gOq2qtOLQoEN4lfTK+YkWwtr6tnbW0rdHIQ92B+2mZ+2e3E+9z9vL3mbqX1Otbolqa+nb1I0cOZLGjRvTuHFjhgwZonWcPJEBsh52dnZaRxBGVKSI+a4KlxcZugw+2f4JQWuDSM1IZUSDEWzpvcWijzd+HmvpW2Sypr6d7Z1Z1nUZE1tMREXl4+0fM3DdQFLSU7SOZjR57VvR6H/mLCgoKMfDK0JCQkhJSeH33383uzGVDJD1eHo5RWH5zpw5o3WEApeclkzX37ry7V/fYmdjx8wOM/mp/U+fkv+qAAAgAElEQVTY29rn/GQLYw19i/+xtr4VRWF88/H83v13nO2cCQ4Pxn+RPzeTb2odzSisrW9heDJA1sNcLkUiDKNly5ZaRyhQNx7coOWClqw9u5YiTkXYGriVob5DtY6lGUvvW2RnrX138+rG3v57KVeoHPsu76PRvEZcuH1B61gFLq99qxr9T5guGSDrcevWLa0jCCNaunSp1hEKzNmbZ3l97uuEXg2lUuFK/DXgL1pVaaV1LE1Zct/iWdbcd32P+oQODqVemXpE3Y7ijXlvEHo1VOtYBcpS+75z5w6lS5fmwoWC/0fOl19+aZAlod3c3AgJCQHgxo0blCxZkitXruR7vwVNBsh6lClTRusIwog++ugjrSMUiH2X99FofiOi70ZTv2x9Dg46SK2StXJ+ooWz1L7F81l73x6FPNgTtIc21dqQkJxAi5AWrDu7TutYBcZS+540aRLt27enWrVqWkd5KaVKlaJv37588cUXWkfJkQyQ9TCHf+EIwxkzZozWEQzut1O/4b/Qn9sPb9PRsyO7g3ZTxk3+4QeW2bd4MekbCjkWYv176xlQbwAP0x/SeXlnZhyeoXWsAmGJfScnJzN37lyzWmzjefr378+SJUu4ffu21lH0kgGyHhUrVtQ6gjCimTNnah3BoL4/8D09V/QkJSOF4b7DWd1zNa4OrlrHMhmW1rfQT/rOZG9rz9xOc/my+ZfoVB0jNo1g7B9j0ak6raMZlCX2vWnTJmxsbGjcuDEAaWlpjBo1Cg8PDxwdHalQoQJjx47N2j41NZVPP/2USpUq4ejoSNWqVZk+fToAGRkZDBw4kCpVquDs7EyNGjWYMmUKOp3+3wfBwcF4eXnh5OSEp6cn06ZNy/ac8+fP06JFC5ycnHjllVfYsGHDM/vw9vbGw8ODVatWGeKXpcDIAFkPudC4dQkMDNQ6gkGoqsq4P8bx0bbMHzFO8Z/CT+1/ws7GvC6xU9AspW+RO9L3/yiKwhctvmB+p/nY2djxzf5v6LemH2kZaVpHMxhL7Hvv3r3Ur18/a42G6dOns3r1an799VeioqJYvnw5r7zyStb2/fr1Y+HChXz//fdERkYyb968rMvf6XQ6ypUrx2+//UZkZCT/+c9/mDRpEsHBwS98/Tlz5vDpp58yceJEIiMjmTp1Kt988w0zZszI2mfnzp3R6XQcOHCA+fPn8+WXX5KS8uzlBf38/Ni9e7chf3kMT1VVub3gVr9+fVUIc5Keka4OWjtI5UtU2wm26qLji7SOJIQwYVvPb1Vd/+Oq8iVqx6Ud1eTUZK0jFThz/bs9ICBA7du3b9b3//jHP9RWrVqpOp3umW3PnTunAurmzZtzvf9//etf6ptvvpn1/RdffKHWrl076/sKFSqoCxcuzPacadOmqbVq1VJVVVW3bt2q2tjYqJcuXcp6fO/evSqgBgcHZ3ve6NGj1SZNmuSYKbddAWGqgceAMoOsh8wgWxdzn3F4lP6IHit6MPfYXJzsnFj77loC65r3eypI5t63yBvp+/laV2vNzn47KeZcjA3nNtB2SVsSHyVqHSvfLLHvhw8f4uTklPV9UFAQ4eHheHp6MmLECDZu3Jh1uMOxY8ewsbHRe7m7WbNm4evrS8mSJXFzc2PatGlcvnz5udsmJCQQGxvLkCFDcHNzy7qNHTs264oakZGRlCtXLtvhqQ0bNsTG5tmhprOzs8mvNSEDZD2qVKmidQRhRIsXL9Y6wku7n3KfDks7sCpyFYUdC7O9z3Y6eHbQOpZJM+e+Rd5J3y/mV84v61rJey7toeWCltx4cEPrWPliiX2XKFGCO3fuZH3v4+NDTEwMkyZNQqfT0a9fP9566y10Ol2OS4svX76cDz/8kKCgILZu3Up4eDjDhw8nNTX1uds/GXjPmjWL8PDwrNvJkyc5deoUQJ6WM799+zYlS5bM9fZakAGyHrGxsVpHEEY0evRorSO8lIQHCbRa2Iqd0Tsp41aGPf330KRiE61jmTxz7Vu8HOlbP6+SXuwbsI/qxapzLP4YTYObcunuJa1jvTRL7Pu1117j9OnT2e4rVKgQ3bt3Z+bMmWzcuJGdO3dy/vx5fHx80Ol07Nq167n72rdvHw0bNmTkyJH4+PhQvXp1vddWLl26NOXKlePChQtUr179mRuAl5cXV69ezTZ2Cg0Nfe6JfydPnsTHx+dlfhmMRgbIepQtW1brCMKIPv30U60j5Nm1+9doFtKMsGthVC1alX3991G3dF2tY5kFc+xbvDzpO2eVi1RmX/991CtTj3O3ztEkuAmRCZFax3oplth3mzZtiIyMzFrE7Pvvv2fZsmVERkZy/vx5li5diru7O+XLl6dGjRr06NGDQYMGsXLlSqKjo9m7dy+LFi0CwNPTk6NHj7J582aioqL46quvcjxp7ssvv2TKlClMmzaNs2fPcvLkSRYuXMjkyZMB8Pf3p2bNmvTt25fw8HAOHDjA6NGjsbPLfoJ4cnIyR44coW3btgXwq2Q4MkDW4+ZN61izXmTSd/auKYpNjKV5SHPO3DyDdylv9vXfR7Vi5nnxeC2YW98if6Tv3CntVppd/XbRpGITrty7QvOQ5py4fkLrWHlmiX3XqVMHPz8/fv31VyBz9vjbb7/Fz88PHx8fwsPD2bx5My4uLgAsXLiQXr16MWrUKGrWrElQUBCJiZnHlw8ZMoQePXrQq1cvGjRoQExMTI6LqwwaNIj58+ezaNEiXn31VZo2bcrs2bOzDke1sbFh9erV6HQ6GjZsSN++ffn8889xdHTMtp+1a9dSsWJFmjZtauhfIoNS8nLMiLWpXbu2+uTYGmH5IiIiqFOnjtYxciX6TjStFrYi5m4MPmV92Ba4jeIuxbWOZVbMqW+Rf9J33iSnJdNleRe2XthKMedibO+zHZ+ypv0j8afp69vX15ewsDAjJzKMLVu28MEHH3D69GlsbW21jvNS/Pz8+PDDD+nVq1eO2+a2K0VRjqiq6muIfE/IDLIeycnJWkcQRnT06FGtI+RK1K0omoU0I+ZuDH7l/NjRd4cMjl+CufQtDEP6zhsXexfWvLuGjp4duf3wNm8ufJPDVw9rHSvXLLXvtm3bMmLECLNd6ffGjRt069aN9957T+soOZIBsh729vZaRxBGZA7HnEcmRNI8pDlX7l2hcYXGbO+znSJORbSOZZbMoW9hONJ33jnZObGyx0o61+zM3Ud38V/kz4HYA1rHyhVL7nvUqFFUqlRJ6xgvpVSpUnzyySdZi52YMhkgC2EmIq5H0DykOXFJcbSs3JItgVtwd3TXOpYQwoI52DqwvNtyetTuwb2Ue7Re3Jp9l/dpHUuIAicDZD3S0ixn2U2Rs7i4OK0jvNDx+OO0XNCShOQEWldrzYZeG3BzcNM6llkz5b6F4UnfL8/e1p4lXZbQu05vklKTaLO4DX/G/Kl1LL2kb5FfMkDW48mZoMI6mOo1GU/dOIX/In9uPbxFhxodWPvuWlzs5fdmfplq36JgSN/5Y2djx4J3FhBUL4jktGTaL2lv0oNk6VvklwyQ9XhyORRhHTZv3qx1hGecuXmGNxe+yc3km7Sr3o6VPVbiZOeU8xNFjkyxb1FwpO/8s7WxZV6neQx8bSAP0x/ScWlH9l/er3Ws55K+RX7JAFmPEiVKaB1BGFH//v21jpBN1K0oWi1oxfUH13mr6lus6rkKRzvHnJ8ocsXU+hYFS/o2DBvFhtlvz6bvq315kPaAdkvaEXo1VOtYz5C+RX7JAFkPOYbJukyaNEnrCFku3L5AywUts07IW/PuGpk5NjBT6lsUPOnbcGwUG+Z3ms+73u9yP/U+rRe15micaV1WTfoW+SUDZD0qVKigdQRhRNOmTdM6AgAxd2NotbAVV+9fpWnFpqx/b70cc1wATKVvYRzSt2HZ2tiy8J2FdKnVhcSURN5a9JZJrbhn7X1XrlyZ7777Lk/PURSFFStWFFAi8yMDZD2io6O1jiCMKDAwUOsIxCbG0mpBKy4nXqZRhUZs7LURVwdXrWNZJFPoWxiP9G149rb2LOu6jLc93+b2w9v4L/TndMJprWMBlt339evXGT16NDVq1MDJyYlSpUrRqFEjfvzxR5KSkgA4fPgww4cPz9N+4+LiePvttwsislmSpab18PX1Vc11OUphfhIeJNA0uClnb53Fr5wf2/tsl+scCyFMXkp6CgG/BrD1wlbKuJVhb/+9VC9WXetYL2TOS03HxMTQuHFj3N3d+eKLL6hbty46nY5z586xcOFCevTokaslnM2FLDVtomQG2bpoOeNwL+UebZe05eyts9QtXZctvWURkIJmyTNM4lnSd8FxtHNkdc/VtKrSivikeN5a9BZX713VNJOl9j1s2DBsbGwICwvj3XffxcvLC29vb7p06cKaNWuylnD++yEWiqIwe/ZsunfvjqurK1WrVmXx4sXZ9i2HWGQnA2Q9qlSponUEYUR//8PCWB6mPeTtZW9zNO4o1YtVZ2vgVoo6F9UkizXRqm+hDem7YDnbO7P23bX4lfMj5m4MbRa34fbD25rlscS+b9++zdatWxkxYgSurs8/9E7fEs4TJ04kICCA48eP07NnTwYMGMClS5cKKq7ZkwGyHpcvX9Y6gjCiYcOGGf010zLS6LGiB3su7cGjkAfb+2ynjFsZo+ewRlr0LbQjfRc8Nwc3NvXahFdJL04lnKL9kvYkpSZpkiWvfSuKNre8iIqKQlVVXnnllWz3ly9fHjc3N9zc3Bg6dOgLn9+nTx8CAwOpXr06X331FXZ2duzduzdvIayISQ6QFUWxURRltKIoZxRFeaQoSqyiKFMVRcnV2UqKorgpivKpoigRiqLcVxTlpqIofymKEqTo++fV35QvX/7l34QwO99++61RX0+n6ui/tj8bzm2gmHMxtvfZTuUilY2awZoZu2+hLenbOIq7FGdb4DYqFa7EoauH6Ly8MynpKUbPYU197927l/DwcPz8/Hj06NELt6tbt27Wf9vZ2VGyZElu3LhhjIhmySQHyMA04HvgNPAP4HdgFLBeURS9mR8/vhn4CjgMfAT8H2ALBANf5zZEfHz8y2QXZmrq1KlGey1VVRm1eRRLIpbg5uDG5t6b8SrpZbTXF8btW2hP+jaecu7l2N5nO6VcS/HHxT8IXB1Ihi7DqBny2reqanPLi+rVq6MoCmfOnMl2f5UqVahevTouLvovB2pvb5/te0VR0Ol0eQthRUxugKwoSm0yB8WrVFXtoqrqHFVV/wn8E2gJvJvDLhoCTYDpqqoOUFV1tqqq/wWaAtHAkNxmKV68+Eu9B2GejHnm75d/fsnPh3/G0dYx67g9YVyWdKa3yJn0bVw1itdga+BW3B3dWXF6BUM3DMWYV82yxL6LFy9O69at+emnn7Iu5yYKjskNkIH3AAX479/unwMkAzmdmvrk1P9rT9+pqmoqcBN4kNsg9+7dy+2mwgLs2rXLKK8z+8hsJu6ZiI1iw6/dfqVVlVZGeV2RnbH6FqZB+ja+emXqseG9DTjZOTH32Fw+3/m50V7bUvueMWMGOp2O+vXrs2zZMk6fPs25c+dYtmwZx48fx9bWVuuIFsNO6wDP0QDQAdkWd1dV9ZGiKOGPH9cnFLgLfKIoSgxwCHAGgoD6wIuPYP8bZ2fnXIcW5q9mzZoF/hobzm1g2MbMk0dmdZjFOzXfKfDXFM9njL6F6ZC+tdG0UlN+7/477/z6DpP2TaJi4YoM8c31D3JfmqX2XbVqVY4dO8bkyZMZP348sbGx2NvbU6tWLYYPH87IkSO1jmgxTHEG2QO4qarq847qvwqUUBTF4UVPVlX1DtAJuA38BlwCzgAjgK6qqs7R9+KKoryvKEqYoihhV69eZc+ePaxbt47ly5cTGhrK9OnTiY2NZdy4caSnpxMUFARknh0KEBQURHp6OuPGjSM2Npbp06cTGhrK8uXLWbduHXv27GH27NlERUUxYcIEkpKSss62fXLdxidfR48eTUJCAlOmTCEiIoIFCxawbds2tm3bxoIFC4iIiGDKlCkkJCQwevTo5+5j2LBhJCUlMWHCBKKiopg9e7a8J43e05aTW+i8tDM6VYf3LW8G1x9s9u/JnHtatWqVxb0nS+zJUO9p//79FveezKWnHTN3MLPDTACGbxpOiyEtCvw9rV+//oXv6fbtzMvPXbx4MdvX2NhY0tLSiI+PJzk5mZs3b5KYmEhiYiI3b94kOTmZ+Ph40tLSiI2Nfe4+Ll26REZGBteuXePRo0ckJCRw//597t69y+3bt3nw4AHXr18nNTWVK1euoKpq1poLT/YRHR2NqqpcuXKF1NRUrl+/zoMHD7h9+zZ3797F1dWVzz//nJMnTxIdHU1iYiIrVqxg3LhxJCQkALBz504+/vjjrPcUFxdH+/bts72nsLAwhg8fnvWeLl++TLdu3TR5T/fv3ychIYFHjx5x7do1MjIysi5Bl5vfewXB5FbSUxTlAmCvqmrF5zy2EOgDFFVV9a6efbwGfA5cBP4CipE5QK4JBKiquj03WapVq6ZeuHAh729CmKXly5fTs2fPAtl31K0oGs1vxM3km/Sv1595nebpvV6lKHgF2bcwPdK39v696998tecrXOxd2NVvV4Gee6Gvb3NeSc/ayEp62SUDji94zOmpbZ5LUZQ6ZA6Kt6uqOkZV1dWqqs4j88S9eGCOoii5OkjHweGFE9XCAhXUwjA3Htyg3ZJ23Ey+Sdvqbfml4y8yODYBshCQdZG+tTehxQSC6gWRnJZMx6UduXC74CagpG+RX6Y4QL5G5mEUzxsklyPz8ItUPc8fTeZA+ven71RVNRnYCFQCKucmyIMHuT6fT1iAgwcPGnyfD1IfZP5FcOcC9cvW5/fuv2Nva5/zE0WBK4i+hemSvrWnKAqzO86mdbXWJCQn0HZJWxIeJBTIa0nfIr9McYB8mMxc2X72oiiKE1APyGmuvdzjr8+bJbb721e9ihQpkpvNhIXo3LmzQfeXrkun54qeHL52mCpFqrCx10bcHNwM+hri5Rm6b2HapG/TYG9rz4ruK6hXph7nb5+n06+dSE574Q+FX5r0LfLLFAfIywEV+PBv9w8GXIAlT+5QFKWaoih/P1X19OOvQU/fqShKESAAuAPk6uc6Tw52F9ZhxowZBt3fR1s/YmPURoo7F2dL4BZKu5U26P5F/hi6b2HapG/TUcixEJt6baJi4YocvHKQwFWB6FTDLlghfYv8MrmT9AAURfkRGAmsBjYBtchcSW8/0EpVMz9Jjy/jVklVVeWp51YCjgJFyRxM7yfzJL3BZB5aMUJV1Vx9curXr68eOXLEMG9KmLz09HTs7Axz5cMZh2cwYtMIHGwd2NF3B00qNjHIfoXhGLJvYfqkb9MTmRDJG/PeIDElkbGNxzLZf7LB9q2v74YNG7Jnzx4cHV90upMwBSkpKTRr1oxDhw7luK21nKQHmbPHHwO1gZ/JXD3vR6Djk8Hxi6iqeonMwzMWkbny3o/AWCCWzMu85fqflU8uMSKsw6BBgwyyn63ntzJq8ygA5rw9RwbHJspQfQvzIH2bnlola7GixwpsFVu+3v81IeEhBtu3vr79/PwYN24cV65cISPDuEtgi5xlZGRw5coVxo0bh5+fdqvMmuQMsqnw9fVV5VIwIi9O3ThFo/mNuJdyj8+afsb/tfo/rSMJIYRJmxU2i2Ebh2FvY88fff+gWaVmBfp6qampzJ07l7Vr13Lnzh10OsMe3iHyx8bGhqJFixIQEMCgQYNydUWxgphBlgGyHsWLF1dv3bqldQxhJH369GHRokUv/fyEBwn4zfUj5m4M3by6sbzbcmwUU/0hjchv38K8SN+m7cMtH/LDoR8o7lycQ4MOUa1YtXztT/q2LjJANjKZQRa59Sj9EW8ufJO/Yv+igUcD/gz6Exd7F61jCSGEWcjQZdDp105sitpEzRI1OTDwAEWc5EpSInes6RhkkxATE6N1BGFET5YwzStVVRm0bhB/xf5FBfcKrH13rQyOzcDL9i3Mk/Rt2mxtbFnWdRnepbw5c/MMPX7vQVpG2kvvT/oW+SUzyHrIVSysy8ue5f71vq8Zt2Mcrvau7B+wn1fLvFoA6YShyVUNrIv0bR5i7sbQcG5Dbjy4wXDf4fzc4eeX2o/0bV1kBtnIrl27pnUEYUTjx4/P83M2R23m0x2fArCkyxIZHJuRl+lbmC/p2zxULlKZNT3X4GjryIywGcw5Muel9iN9i/ySGWQ96tatq544cULrGMJIYmNjqVChQq63P3frHH5z/EhMSWRCiwn8u/m/CzCdMLS89i3Mm/RtXkLCQ+i/tj/2Nvb8GfQnjSo0ytPzpW/rIjPIRnb37l2tIwgjWr16da63vZdyj3d+fYfElEQ61+zM580+L8BkoiDkpW9h/qRv8xJUL4hRfqNI06XR9beuXLuft5/oSt8iv2SArIerq6vWEYQRvf7667naTqfq6LO6D5E3I6ldsjYL3lkgl3MzQ7ntW1gG6dv8fNf6O5pXak58UjxdlnchJT0l18+VvkV+yd/qeqSmpmodQRhRdHR0rrab8OcE1p1dRxGnIqx5dw2FHAsVcDJREHLbt7AM0rf5sbe15/fuv1OxcEUOXT3E8I3Dye1hodK3yC8ZIOuhKIrWEYQROTs757jNqshVTNwzERvFhl+7/kr1YtWNkEwUhNz0LSyH9G2eSrqWZHXP1TjZOTE/fD4zw2bm6nnSt8gvGSDrIZeIsS5Fiui/KP2pG6fou7ovAF+/+TVtqrcxRixRQHLqW1gW6dt8+ZT1Ye7bcwH4YMsH7Lm0J8fnSN8iv2SArMfDhw+1jiCM6MyZMy987F7KPbr81oUHaQ94z/s9Pm70sRGTiYKgr29heaRv89a7bm8+euMj0nXpdPutG1fvXdW7vfQt8ksGyHq4u7trHUEYUcuWLZ97v6qqDFw3kHO3zuFdypu5nebK4TcW4EV9C8skfZu/r/2/5s0qb5KQnEDPFT31rrQnfYv8kgGyHrdu3dI6gjCipUuXPvf+Hw79wIrTKyjkUIiVPVbKMtIW4kV9C8skfZs/Oxs7lnZdSrlC5dgfu59//fGvF24rfYv8koVC9PDx8VGPHj2qdQxhJElJSbi5uWW7b//l/bRY0IJ0XTore6ykS60uGqUThva8voXlkr4tx1+xf9E8pDnpunRWdF9BV6+uz2wjfVsXWSjEyK5cuaJ1BGFEY8aMyfb99aTr9FjRg3RdOh+98ZEMji3M3/sWlk36thyNKjTi27e+BaD/2v6cu3XumW2kb5FfMoOsh6+vrxoWFqZ1DKGBdF06rRe1ZlfMLppUbMLOvjuxt7XXOpYQQggyzw3puaInv5/+nTql6nBw0EE5/M2KyQyykcmFxq1LYGBg1n//e9e/2RWzi9KupVnebbkMji3Q030Lyyd9WxZFUZjbaS6exT2JuBHBsI3Dsi0iIn2L/JIZZD1kBtk6rT+7nk6/dsJGsWFH3x20qNxC60hCCCGe4+SNkzSc25DktGR+6fgL79d/X+tIQgMyg2xkMoNsXQIDA7mceJl+a/oBMKnVJBkcWzCZYbIu0rdl8i7lzS8dfwHgH5v/QXh8OCB9i/yTGWQ9ZAbZuqTr0mkR0oL9sftpX6M9699bj40i/4YUQghTN3TDUH458guexT058v4R3BzkChbWRGaQjSw2NlbrCMKIGn/WmP2x+/Eo5MGCdxbI4NjCjR49WusIwoikb8s2rc00vEt5c+7WOUZsGiF9i3yTEYAeZcuW1TqCMJIdF3dw2OkwNooNS7sspYRLCa0jiQL26aefah1BGJH0bdmc7Z1Z3m05znbOLDy+kGpdqmkdSZg5GSDrcfPmTa0jCCO4nnSdwNWBqKiMbzae5pWbax1JGEFwcLDWEYQRSd+Wz6ukFz+2+xGAj3Z+9NzrIwuRWzJA1qNw4cJaRxAFTKfq6LumL/FJ8fiW8GV8s/FaRxJG0q5dO60jCCOSvq3DgNcG8K73u6SSSs8VPUlJT9E6kjBTMkDWIzk5WesIooB999d3bLuwjRIuJejt1BtbG1utIwkjkWXkrYv0bR0UReGXjr9Q0q4k4fHhjNkuK+qJlyMDZD3s7WVxCEt28MpBPtv5GQAhASF4VfDSOJEwJjnHwLpI39bD3dGdf9f6N/Y29vwY+iNrz6zVOpIwQzJAFlYp8VEi7618j3RdOv98/Z908OygdSQhhBAG4unmydf+XwPQf21/YhPlqlQib2SArEdaWprWEUQBGbVlFDF3Y/Ap68Nk/8kAxMXFaZxKGJP0bV2kb+sSFxfHh69/SPsa7bnz6A791vRDp+q0jiXMiAyQ9XBxcdE6gigAv536jYXHF+Js58ySLktwsHUAwMfHR+Nkwpikb+sifVsXHx8fbBQbggOCKeVail0xu5h2YJrWsYQZkQGyHomJiVpHEAZ25d4VhmwYAsD3bb6nZomaWY9t3rxZq1hCA9K3dZG+rcuTvku5lmJep3kAfLrzU47HH9cyljAjBb7UtKIo7qqq3ivQFykg9erVU8PDw7WOIQxEp+p4a9Fb7IzeSUfPjqx7dx2KomQ9npCQQMmSJTVMKIxJ+rYu0rd1+XvfwzYMY9aRWdQuWZuw98NwsnPSMJ0wNM2XmlYUZY2iKMXzsH1L4ESeU5kIOWbNskw7MI2d0TuzZhSeHhwDTJo0SaNkQgvSt3WRvq3L3/v+rvV3eBb35FTCKcb9MU6jVMKc5GkGWVEUHRAPDFZVdaOe7eyBycCHj1/DLC8u6+vrq4aFhWkdQxjA8fjj+M31IzUjlfXvraejZ0etIwkhhDCisGthvDHvDdJ16WwL3MZb1d7SOpIwEM1nkIGTQBlgnaIosxRFeeYsNkVR6gJHgNGP9z873yk1Eh0drXUEYQAP0x7Se1VvUjNSGVp/6AsHx4GBgUZOJrQkfVsX6du6PK9vXw9fvmz+JQBBa4O4lXzLyKmEOcnrDNcqqbkAACAASURBVLIDMInHM8PAeaCPqqqhjx//BJgAOJI50zxIVdVNhg5tLDKDbBk+3PIhPxz6gVeKv8LRIUdxsZerkwghhDXK0GXQPKQ5+2P306VWF1Z0X/HM4XbC/Gg+g6yqaqqqqh8DbwKxQA1gn6IoXyuKspvMwyocgVVAHXMeHIPMIFuCndE7+eHQD9jZ2LGkyxK9g2OZYbIu0rd1kb6ty4v6trWxZVHnRRRyKMSqyFUsOrHIyMmEuXjpq1goilII+AnoA6hkzignAqNUVbWI33Eyg2ze7qXco+7MulxKvMTEFhMZ33y81pGEEEKYgOBjwQxYN4DCjoU5NfwU5dzLaR1J5IPmM8h/4wC4P/7vJz+fSAQsZtr18uXLWkcQ+fDxto+5lHiJ+mXrM7bJ2By3HzZsmBFSCVMhfVsX6du65NR3UL0gOnp2JDElkUHrB1HQl7wV5uelZpAVRWkHzANKA6nA90APoBqQAUwFxquqatZrNfv4+KhHjx7VOoZ4CVvPb6XtkrY42Dpw9P2j1C5VO8fnJCUl4ebmZoR0whRI39ZF+rYuuen72v1reM/w5s6jO8x9ey4DfQYaKZ0wNM1nkBVFcVIU5WdgA5lXszgJNFBV9TPgVTIHzbbAGCBUUZScRyUmLD4+XusI4iXcfXSXgesy/6Cb2GJirgbHAFOnTi3IWMLESN/WRfq2Lrnp26OQBz+2+xGA0VtHczlRfmos/ievh1iEA0Mf//f3ZA6OTwKoqpqsqupgIABIIHPAHKYoyj8NFdbYihfP9ZoowoSM3jqaq/ev8nr51/m40ce5fl6vXr0KMJUwNdK3dZG+rUtu++5Vpxfv1HyH+6n3GbhuoBxqIbLkdYDsCVwB/FVV/VhV1dS/b6Cq6nrAG1hP5hUtpuQ7pUbu3TPLFbKt2oZzGwgJD8HJzomQgBBsbXK/Rs2uXbsKMJkwNdK3dZG+rUtu+1YUhVkdZlHcuTh/XPyDX478UsDJhLnI6wB5GVBXVVW9v/NUVb2pqmoAMARIftlwWnN2dtY6gsiDW8m3GLx+MACTWk3ilRKv5On5NWvWLIhYwkRJ39ZF+rYueem7tFtpZnSYAWSe3B19x2KuNSDyIa/XQe6tqmpiHrafA9TLcyoTkZ6ernUEkQejtowiPimephWb8sHrH+T5+Xfv3i2AVMJUSd/WRfq2Lnntu0ftHnT36s6DtAcMWDcAnaoroGTCXOTnMm+5oqrqxYJ+jYIixyKZj7Vn1rI0Yiku9i4EBwRjo+T9t/bDhw8LIJkwVdK3dZG+rcvL9D2jwwxKuZbiz5g/mXF4RgGkEubkpQfIiqL4KIryL0VRflIUZd7fHnNQFKWioigV8h9ROw4ODlpHELmQ+CiR4ZuGAzD5zclUK1btpfZTpUoVQ8YSJk76ti7St3V5mb5LuJRgZoeZAIzbMU6uamHl8jxAVhSlpKIom4HDwCRgOBD0nP0eAKIVRfHMb0itPHjwQOsIIhc+2f4J1+5f4/XyrzOiwYiX3s/BgwcNmEqYOunbukjf1uVl++5SqwtdanUhKTWJoRuGyk+SrVher4PsAvwBtAHigPnAM6NIVVUfATMf779b/mNqo0iRIlpHEDnYHbOb2Udn42DrwLxO8/J01Yq/69y5swGTCVMnfVsX6du65Kfvn9r9RBGnImw+v5mlEUsNmEqYk7zOII8E6gAHgdqPr3uc9IJtVz3+2u4ls2kuISFB6whCj4dpDxm0fhAAnzX9DK+SXvna34wZcsyZNZG+rYv0bV3y03fZQmX57q3vAPhgy/+zd97xUVXpH35OEiChhY50Qu8ldCmCooiiK7iWpQgqiFGRouiiP9bA6u6KFAVEqVIEZbGsKKIoCoiCkNBCDxAg9BAJIb3M+/vjDoEgJJlkZu7M3PPM535i7pxz7vf6zVzeee+57xlNXLKOBayIQ0tNK6UigLZAZxHZbt93FqgiIv43tFVAGnBZRKo4T7L7aNeunURGRpotQ3MLXv3hVab8NoUWVVoQ+Uwkxf2LNmc8KyuLgIAAJ6nTeDrab2uh/bYWRfVbROi9rDc/xfzEwJYDWT5guRPVaZyN6UtNYywUkgFE5NdQjMg7EfDaeQonTpwwW4LmFuw4u4NpW6ahUCx4YEGRg2OA4cOHO0GZxlvQflsL7be1KKrfSinm9ZtHUEAQK6JWsObwGicp03gLjmaQkzFi39LX7btVBtkfY35yqoiUd5Jet9K+fXuJiMj3u4DGzWRmZ9JxQUd2ndvF2M5jmd5nutmSNBqNRuODTP1tKuN/GE+tsrXY99w+ypQoY7YkzU3whAxyLBCklKpZgLY9geLAEUdFeQoxMXo1HU9k2pZp7Dq3i5ByIfyz1z+dNu6QIUOcNpbG89F+Wwvtt7Vwlt9jOo+hXbV2xCbG8tr615wypsY7cDSDPAujrNt/ROR1+74/ZZCVUkHAZoxV9N4UkTecqtpN6Ayy5xEdH03LD1qSnp3OD0N+oHe93mZL0mg0Go0Ps/vcbtrPb0+2LZvNT23m9lq3my1JcwOekEGeCqQD45VSLyqlSlz/plLKTyl1L0aVi7bAZWCWU5SawPHjx82WoLkOEeG5b58jPTudoa2HOj04HjZsmFPH03g22m9rof22Fs70u/VtrXnl9lcQhJHfjCQzO9NpY2s8F4cyyABKqQHAJ0AAkIoxjcIf2Ak0BEoDCiOQfkhEvnemYHeiq1h4Fp9EfcLALwZSIagCh144RKWSlZw6vn7K3Vpov62F9ttaONvv1MxUWn7QkqOXjjKl9xTGdx3vtLE1RccTMsiIyBdAN4yV8kpiBMoKCAXK2P97K9DNm4NjgDNnzpgtQWMnIS2Bsd+PBeCdu99xenAMMHHiRKePqfFctN/WQvttLZztd1CxIN6/730AwjeGcyJBV7nydRzOIOfqrFQ94HagGkawfR7YIiKHnCPPXFq1aiV79uwxW4YGeH7N88yJmEO32t3YOGwjfsrh73b5EhsbS61atZw+rsYz0X5bC+23tXCV349/9jgr963kwcYP8tXjXzl9fE3h8IgM8vWIyDER+VhE3hGRt0Vksa8ExwAJCQlmS9AA205v44OIDwjwC+CD+z9wSXAM8OWXX7pkXI1nov22Ftpva+Eqv6f3mU7ZEmVZfWg1/zv4P5ccQ+MZuCbS8BFKlSpltgTLk2XL4tlvnkUQXuryEi2qtHDZsTp37uyysTWeh/bbWmi/rYWr/K5epjpv3fkWAKPWjiIpI8klx9GYjw6Q8yAjI8NsCZZn9rbZ7Dy3kzrBdZjYw7VzCHXda2uh/bYW2m9r4Uq/w9qH0a5aO04lniJ8Q7jLjqMxl1sGyEqpbCdtWe48IWeilDJbgqU5lXiKiT8bQfHs+2ZTqrhrM/pBQUEuHV/jWWi/rYX221q40m9/P3/m9puLn/Lj3a3vsvvcbpcdS2MeeWWQlZM2r81S65JA5jLmuzEkZSTRv0l/+jXq5/LjlStXzuXH0HgO2m9rof22Fq72u131djzf4XmyJZtn1zyLTWwuPZ7G/eQVvIbcYhuIsQBIHDAZuAtoAjQF7gQmYVSzSAD+Zu/jlaSmppotwbJ8d+Q7Pj/wOaWKleK9e99zyzEPHjzoluNoPAPtt7XQflsLd/j9z17/pFrpamw9tZWFOxa6/Hga93LLAFlETty4YdQ9ngccBpqISLiI/Cwih0XkkIhsEJFJQDMgGpgPBLrjRFxB2bJlzZZgSdKz0nlx7YsAhPcMp1awe0oz9erVyy3H0XgG2m9rof22Fu7wOzgwmBl9ZgAwYf0E/kj9w+XH1LgPR6c//AMoBTwtIpdu1cj+3nCMVfX+UXh55hIfH2+2BEvy7tZ3if4jmiaVmvBipxfddtwVK1a47Vga89F+Wwvtt7Vwl9+PNn+UnnV7Ep8azz9+9tpwR3MTHFooRCl1BggSkfIFbH8JSBWR6oXUZyqhoaGyY8cOs2VYitOJp2k8uzHJmcmsG7yOu+vf7bZjJyUlUbp0abcdT2Mu2m9rof22Fu70O+p8FG3ntkUQdjyzg9a3tXbLcTXX8ISFQsoDgUop//waKqUCMKZXeO2TEadOnTJbguUY/8N4kjOTGdB0gFuDY4Dx48e79Xgac9F+Wwvtt7Vwp98tq7bk+Q7PYxMbo9aOoigrFGs8B0czyAeARsAwEVmWT9shwBLgkIg0LZJKk2jfvr1ERESYLcMybDy+kZ5LehIYEMiB5w9Qt1xdsyVpNBqNRpMvCWkJNJrViLiUOJYPWM7AlgPNlmQpPCGDvAKjdNsH9gD4piilBgEfAAJ87KgopZSfUmqsUuqgUipNKRWrlJqmlCpwIVylVAWl1FSl1BH7GHFKqZ+VUt0LOoYuLO8+smxZjFo7CoAJ3SaYEhwPHjzY7cfUmIf221pov62Fu/0uF1iO//T+D2DcCdUr7Hk/jmaQSwAbgY4Ywe8Z4Bf7T4DqQDegBkYgvRXoKSIOLUmnlHoPeBH4EliLUUJulP1YvUXyLjiolKoDbMB4SHAhRtWNYKAV8L2IfFoQHTqD7D5m/T6LF797kbrl6rL/uf0EFdNF/TUajUbjPdjERpeFXdh2ehuvdn01J2DWuB7TM8giko5R93ghRoBcA3gcGGvfHgdq2t9bANxdiOC4OUYw/IWIDBCR+SIyDhgH9LIfIz8+BgKAViLydxFZJCIzROTJggbHoDPI7iIuOY5/bDCe/p3RZ4ZpwbHOMFkL7be10H5bCzP89lN+zO47G4Vi+pbpHLp4yO0aNM7DoQxyro5K1QYGAKFAZfvuOGAHRnB7spDjvgm8DvQQkV+u2x8IxAMbReS+PPr3wMhyvygis5RSxYBiIpLiqBadQXYPI1aPYMHOBfSp34e1g9bqJb41Go1G47UMXz2chTsXcm+De/l24Lf63zQ3YHoG+XpE5KSIvCsiT4hIX/v2hH1foYJjOx0AG7DthuOlAbvs7+fF1eD5pFLqayAVSFZKHVZKOfSVMjY21pHmmkIQcSaChTsXUsyvGO/d+56pF5KxY8eadmyN+9F+Wwvtt7Uw0+9/3fUvgksE892R7/j68Nem6dAUjUIHyC6kOnDRPp3jRk4DlZRSxfPo39j+cz5QARgKPA1kAMuUUk/mdXCl1DNKqQilVERmZiabNm1i9erVrFy5km3btjFz5kxiY2OZMGECWVlZDBs2DIAhQ4xnFocNG0ZWVhYTJkwgNjaWmTNnsm3bNlauXMnq1avZtGkT8+bNIzo6mkmTJpGUlERYWBhw7ZbQ1Z9jx44lLi6OKVOmEBUVxZIlS1i3bh3r1q1jyZIlREVFMWXKFOLi4nIuBjeOERYWRlJSEpMmTSI6Opp58+Z5zDnt2bOHQUsHIQh/qfoXtq7Zauo53XvvvdonC51TvXr1fO6cfNEnZ51Tr169fO6cfNEnZ51Ts2bNTDunklKSLuldABixagTrN6zXPrn4nFxBoadYuAql1FGMKRG1b/LeUmAIUF5EEm7R/0eMedLHgKZX50Arpcrb96UBNfJ70A+gZs2aomshu47P9n/GI6seoVLJShwZdYTgwGBT9UyZMoVXXnnFVA0a96H9thbab2thtt+Z2Zm0/KAlh+IPMaPPDMZ0HmOaFivgMVMslFL3KqUWKKW2KqUOKaWO5bEddXD4FKDELd4LvK7NrUi1//zk+gcE7ctfrwZu41qWOU+Cg80N2HyZtKw0XvnBuHhN7jnZ9OAYoG/fvmZL0LgR7be10H5bC7P9LuZfjKn3TAVg0sZJxKfEm6pH4zgOBchKqWJKqS+ANcCTGOXeGgJ189kc4QzGNIqbBck1MKZf5FUZ42rK99xN3jtr/1mgpbJTUhx+rk9TQGb+PpOYhBiaV27OiHYjzJYDgF5W3Fpov62F9ttaeILf9ze8n971epOQlsCkjZPMlqNxEEczyK8CD9n/ew0wHOiLUX7tVtudDh5ju11Xx+t32qtYtAHyKytx9eG+mjd57+q+CwURUqxYsYI00zjIheQLvLnpTQCm3TONAL8AkxUZVKtWzWwJGjei/bYW2m9r4Ql+K6WYfs90/JQfc7bP4eDFg2ZL0jiAowHyIIwaxxNE5EF7feHvRWRjXpuDx1hpP8aNE3ZGACWB5Vd3KKXqK6Wa3NDuf8AVYLBSqvR1bathBPfRInLEQU0aJ/KPn//BlYwr9G3Qlz4N+pgtR6PRaDQal9CyakuGtx1OtmTz8rqXzZajcQBHA+S6GCXYZjlfioGIRAHvAwOUUl8opYYrpaYB0zHqG6+4rvl64MAN/S8BL2NMx9iqlBqnlPo7xqp+xYEXCqolMzOzSOei+TNR56OYv2M+/sqfafdMM1tOLs6ePZt/I43PoP22Ftpva+FJfk/uNZkyxcuwJnoNPxz9wWw5mgLiaICcAFwRkdR8WxaNMRhBbnOMYPlxjKC8X0GqT4jIPOBhIAn4J8bCI4eAXiKyrqAiSpYs6bhyzS0REV5a9xI2sfFs+2dpWrmp2ZJyERoaarYEjRvRflsL7be18CS/q5auyuvdXwdg3LpxZNmyTFakKQiOBsgbgWClVC1XiLmKiGSLyDQRaSwiJUSkhoiME5GkG9rVFZGbriwhIl+ISGcRKSUiZUTkHhH51REdly9fLsppaG7g2+hv+eHYDwSXCCa8Z7jZcv7E2rVrzZagcSPab2uh/bYWnub36M6jqVuuLnsv7GXhjoVmy9EUAIfqICulWgC/A1+JyECXqfIQ2rRpI7t27TJbhk+QmZ1Jqw9bcfDiQabdM41xXcaZLelPxMXFUbly5fwbanwC7be10H5bC0/0e9W+VTz62aNULlmZ6FHRHlHe1FcwvQ6yiOzFeNDtXqXUWqVUT6VUKWcK8iQ8aQ6Tt7Nw50IOXjxIgwoNeKFjgaeBu5V//etfZkvQuBHtt7XQflsLT/T7r83+StdaXYlLiWPKr1PMlqPJB0czyNmFOIaIiGfU8XKQ9u3bS0REflXlNPmRlJFEg5kNOJ98nlWPrOKvzf5qtiSNRqPRaNzO1lNb6bKwC0EBQUSPiqZG2RpmS/IJTM8gA6oQW6FW6/MEYmJizJbgE0zfMp3zyefpVKMTDzd92Gw5t+TqOu8aa6D9thbab2vhqX53rtmZAU0HkJqVSviGcLPlaPLA0QxyncIcREROFKaf2egMctG5kHyB+jPrk5SRxIahG7ij7h1mS9JoNBqNxjQOXTxE8znNEYS9YXs9rqKTN2J6BllEThRmc6Zgd6IzyEVn8sbJJGUkcX/D+z0+OPbUjIPGNWi/rYX221p4st+NKzVmROgIbGJjwvoJZsvR3AKHMshWQ2eQi0Z0fDTN5jTDJjZ2P7ubFlVamC1Jo9FoNBrTOZd0jgYzG5CcmczmJzfTtXZXsyV5NaZnkK3GyZMnzZbg1fzfz/9Hli2Loa2HekVwHBYWZrYEjRvRflsL7be18HS/byt9Gy91eQmA8T+MRycrPY88M8hKqSeccRARWeqMcdxNaGio7Nixw2wZXsn209vpuKAjgQGBRI+KpmbZmmZLypekpCRKly5ttgyNm9B+Wwvtt7XwBr+vpF+h/sz6xKXE8eVjX/JQk4fMluS1mJFBXgx8VMRtkTMFu5Nz586ZLcErERFe+fEVAEZ3Gu0VwTHAtGnTzJagcSPab2uh/bYW3uB3mRJl+Mcd/wBgwvoJeglqD6MgUywKU9rNJ8q8VaxY0WwJXsnaI2vZcHwDFYIq8PdufzdbToEZONDnF4fUXIf221pov62Ft/j9TLtnqF++PgcvHmTRTq/NJ/okeQavIuLnjM1dJ+NsEhMTzZbgdWTbsvn7j0ZQ/Hr31ykXWM5kRQXn559/NluCxo1ov62F9ttaeIvfxf2L86+7jFX/3tjwBimZKSYr0lzFa4NXdxAUFGS2BK9j5b6VRF2IonZwbZ7r8JzZchyiSZMmZkvQuBHtt7XQflsLb/L7kWaP0L56e84lnWP2ttlmy9HY0QFyHmRl6flAjpCZnckbG94A4I073iAwINBkRY6RkJBgtgSNG9F+Wwvtt7XwJr+VUrx151sAvP3r21xOu2yyIg3oADlPdNkVx1iyewlH/jhCwwoNeaK1UwqguJXU1FSzJWjciPbbWmi/rYW3+X13vbvpXrs7f6T+wYytM8yWo0EHyHlSvHhxsyV4DelZ6UzeOBmAST0nEeAXYLIixwkJCTFbgsaNaL+thfbbWnib39dnkadvmU58SrzJijQ6QM6D5ORksyV4DXMj5xKbGEvLKi15rMVjZsspFFu3bjVbgsaNaL+thfbbWnij393rdKdP/T5cybjC27++bbYcy6MD5DwoV857KjCYSXJGMm/9Ynzz/Wevf+KnvPPPqn///mZL0LgR7be10H5bC2/1+8073wRg9rbZnL1y1mQ11sY7Ixk3ERcXZ7YEr2D2ttlcSL5AxxodebDxg2bLKTRz5swxW4LGjWi/rYX221p4q9/tq7enf5P+pGal5iSeNOaQ51LTVqddu3YSGRlptgyP5nLaZULeC+FS2iXWDV7H3fXvNltSocnKyiIgwPvmTmsKh/bbWmi/rYU3+73vwj5aftCSAL8AokdFU6dcHbMleTxmLDVtaU6cOGG2BI9n+pbpXEq7xB117qB3vd5myykSw4cPN1uCxo1ov62F9ttaeLPfzas0Z2DLgWTaMnMefte4H4cyyEqpMiJyxYV6PIr27dtLRESE2TI8lospFwl5L4SkjCQ2P7mZrrW7mi1Jo9FoNBqv58gfR2gy21jsZP/z+2lUsZHJijwbT8ggn1VKLVFK9XSmCE8lJibGbAkezZRfp5CUkUTfBn19IjgeMmSI2RI0bkT7bS2039bC2/1uUKEBT7V9imzJzlmAS+NeHM0g24CrHWKAj4AlInLKBdpMR2eQb82F5AvUfbcuqVmpRIyIoF31dmZL0mg0Go3GZ4i9HEuDWQ3IzM5k73N7aVa5mdmSPBZPyCDfCawAUoF6wGQgRin1rVLqr0qpYs4UZzbHjx83W4LHMvW3qaRmpfJAowd8JjgeNmyY2RI0bkT7bS2039bCF/yuFVyLp9s+jSC8uelNs+VYjkJVsVBKlQH+BjwJdLLvFuAPYDnwkYjsdpZIs9BVLG7OheQLhLwXQkpmik9lj735qWeN42i/rYX221r4it8nL5+kwcwGZNmy2P/8fppUamK2JI/EEzLIAIjIFRGZJyJdgGbANOA8UBEYBexQSkUopcKUUsHOk+tezpw5Y7YEj2Tab9NIyUyhX6N+PhMcA0ycONFsCRo3ov22Ftpva+ErftcOrs1TbZ/SWWQTcFodZKWUP3A/MMz+8+pXt3TgS2C+iGxwysHcRKtWrWTPnj1my/AoLqZcpO67dUnOTGb7iO20r+7UL2ymEhsbS61atcyWoXET2m9rof22Fr7k94mEEzSc1ZBsyWb/c/tpXKmx2ZI8Do/JIN8MEckG1gKfAjvtuxUQiDEdY71SaodSqpezjulqEhISzJbgcUz7bRrJmcnc1/A+nwqOAb788kuzJWjciPbbWmi/rYUv+V2nXB2ebPMkNrHx5i86i+wunBIgK6XaKqVmAmeBT4COQCbwGTAQWAgkA22AH5RSDzjjuK6mVKlSZkvwKOJT4pm9fTYAb9zhe2VnOnfubLYEjRvRflsL7be18DW/J3SfQIBfACuiVnA4/rDZcixBoQNkpVRFpdRopdQuIAJ4HqgAHAJeBmqKyKMi8qmIjABqYpSF8wP+UXTpricjI8NsCR7F9C3Tc+oed6zR0Ww5TkfXvbYW2m9rof22Fr7md91ydRnWehg2sfHWL2+ZLccSOBQgK6X8lFL3K6U+A04D04FWGGXflgLdRaSZiEwXkYvX9xWRROBZjExyc6eodzFKKbMleAzxKfHM3DYT8M3sMUBQUJDZEjRuRPttLbTf1sIX/X6t+2sE+AXw8Z6PiY6PNluOz+NoDZRY4DaMucUAO4AFwPKCLEEtIplKqXjAK2bOZ2VlkVeZt+LFi9OyZcuc3y9fvsyRI0fyHLNSpUrUqVMn5/fY2FguXLiQZ5969epRvnz5nN/37dtHWlpann3atm2Ln5/x/Sc9PZ29e/fm2b506dI0bnxt4n9cXBwnT57M+X3O9jkkHU+ic83OBJwPIPJ8JNWrV6datWo5bY4ePZrvvO0mTZrkmrqyY8cO8npQ1N/fnzZt2uT8fuXKFQ4fzvv2UoUKFQgJCcn5/fTp05w7dy7PPnXr1qVcuXI5vx84cICUlJQ8+7Ru3TqnjFBWVha7d+dd2bBkyZI0bdo05/f4+Ph8a23fdttt1KhRI+f3mJgY/vjjjzz7NGrUiDJlyuT8vmvXLrKzs2/ZXilFaGhozu/JyckcPHgwz2OUK1eO+vXr5/x+9uzZfKu+1K5dm8qVK+f8fujQIZKSkvLs06JFC0qUKAGAzWZj586debYPDAykefNr378vXbrEsWPHbtr2/PnzREZGUqVKlVwP85w4cYKLFy/etM9VGjRoQHDwtQI9UVFR+d5xatfuWsWX1NRU9u/fn2f7smXL0rBhw1x6T526tiaTIGSSSQopXMlIIzHZRlDZKpQoW57UzExSMrI5eSyGhIREMrNsZGf6oxT4+4Gfn8LPD/z8oHq9egSVDKRUoD/BJYtx/sghygQVo0xgAKWLl6CEKk5xiqPsl31vve5d9ft68rvu3Qxfu+5VrFgx53dfuu7FxcXl+e+3t1737i91P18d+opxi8cR3jMccOy6dxVvve7djJo1a+b5fqERkQJvgA24BLwPtHGk73VjPAwMLUxfd28YtZ1vudWuXVuuZ+3atXm2B2TEiBG5+owZMybfPp9//nmuPk2aNMm3T3Jyck7748eP59u+W7duuY4xd+7cfPu8+eabufr0798/3z4RERG5+gQFBeXZvmLFirnab9q0Kd9jDBo0KFef1157Ld8+y5Ytk7lz5+b0CQ0NzbdPXFxcTvu4uLh824eGhubStWzZsnz7U6e4dwAAIABJREFUvPbaa7n6DBo0KN8+mzZtytWnYsWKebYPCgrK1T4iIiLfY/Tv3z9XnzfffDPfPtf//xUR6datW759jh8/ntM+OTk53/ZNmjTJdYzPP/883z5jxozJ1WfEiBH59lm7dm2uPrVr1863z/Xs378/3/ZV2zeTO1Z8KC3enS91XvtYSnV+Mt8+MF1Artv6FKDP/hv65N1eBVWRSsO/lDqvfiItpiyR5uPyv4bp657nXveux5eue6VKlcqzvb7ueeZ1r0+fPrn6TJ8+Pd8+9jYR4uQY0NEM8lBglYjk/TU+D0Tk88L21WhcSa9eXlNgReOFTGYyp+UMMWfTOLwt7ywdwPmIWpwfOPK6PXlnXAH8yicQUCUGv2JZ+BXPJv1oEtmX8+5Tqs1h/ErYyE4rRlZKCTLyuXMrqYFcXPAQ13JNVYB38+yz+NBv/LBpKDXrZdCgekkOsC/fc9FoikKxYj61sK/GBByqg6yUqg1ki8jpAravDgSISN73rDyUypUry3fffXfL9731VuPNuNWtxuSMZPqt6MeVjCvMf2A+bau1zWnja7caZ8+ezRtvvAH41q1GPcXi5rca582bxzPPPFPoW40lg0sSQwzHOMbmqM2czDjJGc5wmtOcTv2DK0crwfG6cLK2sV28F6IbQnJpjMc2bn6rMaBUGiUrJxNcpThV69aiUmWoUgXKBMZTgjgqlQugYulAKpYqQXCpYpQqBcWLG31r1qxJ1apVc8aKjo4mMTExz3Np1qxZrvma19+WzsqCtDRITLIRdzmD85fT+CPFhl/p+lyIz+JivHDuVDLnjp3lSlwJki+UJCu1xE2OUgmwX/dKpEHN36DaHgg5BvVioN5RAkPOU61kMDXtr7b12tKyfEvqU5+61OXwvsNFuu5d9ft69BQL351i8eyzzzJixIhbtvfm697JhJM8vOph/JU/Xz3+FXUq1bH8FIvbbrvN6XWQHQ2QbcBZEamRb2OjfQxQS0S8cr3H0NBQ2bFjh9kyTGXab9N4+YeX6VqrK5uf2my2HJeSlJRE6dKlzZahcRMF9fsP/uAgBznEIQ7aX4c4xFGOkmXLhmP1YE8rY4tqafw8Wh/k5s9Al6mYTt1GGTSo50ejOoHUreVP7dpQuzbUqgXBXrv2qMGVK3DmDJw+DSdPQvSxbA4eyyD6qI3YYwEkXLhZAG2nznFoth+a74O2OyF0BzQ6jL+fH7WpTQMa0IQmNLvuVYlKBdKlP9/Wwtf9fvyzx1m5byVjOo1hxr0zzJZjOq5YKKQwAfI5EalewPYxQG0R8S+kPlOpUqWK5Jfd9WXSs9IJeS+Es0lnWTNwDfc1vM9sSS4lLCyMDz74wGwZGjdxo9+ppLKf/ey2v/awh33sI444o4FgZIK3dTS27R1QER2Q5D/XSw8IEJo2hWbNFI0aQaNG0LChsVWo4KYT9FCSkuDYMYiOhv37Yd8+2L9fOHQIMjL+XDlIlU5C2uyEdpFGwNwuEpocBH8bAFWokitgbklL2tCGspTNNY7+fFsLX/d797ndtJnbhpLFSnJizAkqlSzYF0VfxRsD5PNAORHJI2XgubRv314iIiLMlmEa8yLnMfKbkbSu2pqdI3fqsncanyGeeLaznV3sygmID3OYbK6bipISBL93otjmOwnadgcZ21qTduHP6d3q1aFVq9xb48bXpj1oCkZWFhw9agTMUVGwcydERsLN7q4WK5tCUOc9pHX9kYzbN0Cn36FM7tvWDWhA2xteVan658E0Gi/l/hX38230t0zsMZHJvSabLcdUvCpAVko1wFg05JSI1MmvvSdSsWJFiY+PN1uGKWTZsmg8uzHHLh3j04c/5bEWj5ktyeUMHjyYjz/+2GwZGieTQgo72MF2trPN/jrGn+fnqcvlqPnrY5Ta1JeUTe04E1GdrMzc0yQqVoQOHaBjR2Pr0MGYH6xxHRcuwI4dxhYZCRERxtSN6/HzE6q1vkDZ2/eS1uMHTvVaRmblP88NrU51Qgmls/3VgQ5/yjRrfAMrXM9/Pfkr3T7qRrnAcpwYc4KyJaz7t+z2AFkp9RfgL9ftGobxdMnKvMYEygHdMFbWWyYiw4oq1AysnEH+JOoTBn4xkAYVGnDw+YP4+3nlLBmNxRDEeGiOzfzKr2xjG3vZmzszDAQRROvUzlT95a+kruvOiZ/qEb27JDbbtbskfn7Qpg107w6dOxsBcUgI6Bsp5nP6NPz2m7H9+quRbc7Kyt2mUetU6t55jBJ3beZijy/YW2YLV8hdrl+haEGLnIC5M51pQhP8Cr/IrEbjVu5YfAebTmzi7d5v80rXV8yWYxpmBMhvAG8UYfyjwJ0iEluEMUzDqhlkm9ho/WFr9l7Yy4IHFvB06NNmS3ILVsg4+BrZZBNFFJvZzC/211nO5mrjjz8taEF76UCNvX248v3tRK27jZ/WZ2GzXZsHUayYkRHu0cPYbr/d+x+YswopKbB9O2zeDD//bATN1xe88PeH8uUP89hzFalyXwQXO6zld78t7GQnmWTmGiuYYLrRjTvsr1BCCXC4IqrGbKxyPf/+yPfcu/xeqpaqSszoGIKK+d4KggXBjAD5DqDndbveAJKAaXmMaQMSgX3ABhHJyqOtR2PVDPLXh77mwU8fpEaZGhwbfYzi/noypcYzsGFjN7v5kR/5mZ/5jd+4TO5CvxWpSDf7q1XS7cT/EMq61YF89x3cWPUqNBTuuQd694YuXaBkSTeejMZlpKXBli3w00+wfj1s2wbXVzqsXBn69oXe92VQpc9O9pX7la1sZQtbOEXuSc+lKZ0rYG5Pe4qha+xqPAMRod28duw8t5M5980hrEOY2ZJMwavmIPsCVatWlfPnz5stw62ICLcvup2tp7Yyo88MxnQeY7YktzF27FhmzNDlcjyNGGL40f5az3riyX1Xpw516H7dq8yZxqz52o/Vq43gKD39Wtvq1Y2A+J57YMOGicyd+083n43GDBITYciQ+dSqNYI1a+D6Mrz+/tC1K/TrB/37Q4kGsWy0vzawgSPkrm1filL0oAf32F9NaZqzDLfGc7DS9fyz/Z/xyKpHqFuuLodfOEwxf+t9gfOEALkOxkIheVdt9hHatGkju3btMluGW9lwfAO9lvSiYlBFTow5Qanify5h5avExcXlKuiuMYdEEvmBH1jHOn7kxz89UFeLWtzN3dzJnfSgB7WoxeHDsGoVfPWVcav9KkoZ84cffBDuvx9atLg2h1j7bS2u+i0CBw/CmjXGtnlz7vnLrVrBgAHw8MPQvDmcUafZxCY2sIGNbOQQh3KNW5Oa3MM99KEPd3EXFamIxnys9PnOtmXTfE5zDsUfYulDSxnSeojZktyOKwJkp65b7WtbjRo1xGrcvfRuIRyZvGGy2VLczttvv222BEtiE5sclIMyTaZJL+klARIgXPcqL+VlgAyQOTJHDsthsYlNRESio0XeekukdWsRuLYFBYk8+KDIwoUi587d+rjab2txK78TEkRWrRIZPFgkODj331KjRiITJohs3y5iM/7s5IyckaWyVAbJIKkslXP9rSpR0lE6yj/kHxIhETl/qxr3Y7XP90c7PxLCkaazm0q2LdtsOW4HiBAnx4AOZZCtRvPmzWXfvn1my3AbO8/uJHReKKWLl+bkmJOUDyqffycfIioqKtfS4RrXkU46G9nIGvvrKEdz3vPHn9u5nb705W7upi1t8ceoohITA//9r7Fdv8hlcDA89JCR9bvrroLNJdZ+W4uC+J2RYUzL+fxz+N//4PpntBs0gEGDjO3qSrhX58Svs782s5kMri29W4Ma9KMfD/Igd3IngQS64tQ0N8Fqn+/M7EzqzazHqcRTfP23r+nXqJ/ZktyKWzPIQLZ923eTfY5sWc6O6t211a1bt3BfZbyUQZ8PEsKRsd+NNVuKKSxevNhsCT5NoiTKSlkpj8ljUlpK58q8VZAKMkgGyQpZIfESn6vfpUsiH34o0qVL7uxemTJG1u/rr0XS0hzXo/22Fo76nZkpsn69yHPPiVStmvtvr0MHkXff/fMdiiRJkm/kG3lWnpUaUiPX33hJKSkPyUOySBbJeTnvxDPT3Awrfr6n/jpVCEfu+OgOs6W4HdyZQbY/kAdwUESa3bDP0SDcK4tKNmrUSA4fPmy2DLdw8vJJ6r1XD4Bjo49RO7i2yYrcz7p167jnnnvMluFTXOISq1nNF3zB93xPOteemGtFK+7nfvrRj050yskSgzEn9PvvYckSWL362oN2pUoZ84kffRTuvRcCi5CQ035bi6L4nZ1tVMRYvhy++AKu2Msp+/kZFVCGDDHuXgRdV2FLEHayk9Ws5mu+ZgfXbnn44UcPevAIjzCAAdzGbUU5Nc1NsOLnOzE9kVozapGYnsi24dvoUKOD2ZLchisyyHkVdwyx/8y8yT6Nj/He1vfIlmwGthxoyeBY4zwucpHP7a+f+ZksjCegFIqudGUAA+hPf0JucjmJioLFi41A5GoBGaWMIOSJJ4yHp0pZ57lRjYfg7w93321sH3wAX38NH38Ma9fCunXG9sILxvSL4cOhbVvj7z3U/gonnFhi+YZvWM1q1rOeDfbXC7yQEyw/zMM6WNYUmrIlyjKy3Uje+e0dpm6Zysq/5rWmmyY/bhkgi8iJguzzZTIzM/Nv5AMkpCUwb8c8AF7q8pLJaszj7Nmz+TfS3JQkkviKr1jBCtaxLico9sef3vRmAAN4iIeoRrU/9U1JMeYUz50LW7de29+4MQwdCoMHQ61aztes/bYWzvI7KMi4g/Hoo8Yc5f/+Fz76yKieMmeOsbVtC08/DQMHQnn7oxy1qEWY/ZVAAqtZzSpWsY51OWXlRjGK7nTnUfurMtaowuAKrPr5Ht1pNDO2zuCz/Z8RcymGkPI6r1loHJmPAUy3b7WdPdfDE7dmzZoVZOqL1/P25reFcOTOJXeaLcVU9uzZY7YEryJd0uUr+Uoek8ckSIJy5lr6i7/0lb6ySBbJRbl4y/5RUSKjRuWuHFC2rEhYmMjvv1+rGuAqtN/WwtV+794t8uKLIuXLX/t7DgwUGTRI5Lffbv33nCAJslSWygPygBSX4jmfowAJkH7STz6VTyVFUlyq3Rex8uf7iS+fEMKRUd+OMluK28AFc5AdDZCzgDTAz9lCPHGzQpm39Kx0qT6tuhCOrI1ea7YcU7FaWaDCYBObbJbNMkJGSHkpL9c/hNRVusr78r5ckAu37J+aKrJ0qcjtt0uuh546djTKsiUlue9ctN/Wwl1+p6aKfPKJSO/euf/G27YVWbBAJDn51n0TJEGWyTK5T+4Tf/HP+WyVkTLypDwp62W9ZIv1SngVBit/vvec2yOEIyXfKinxKfH5d/ABXBEgO7pQyBkgUEQqODuT7YlYYaGQpbuXMvR/Q2lRpQV7nt2DUtZdEcpKheUd5TSnWcpSFrOYw1x7cLUVrRjIQB7ncepQ55b9z5415m5++CHExRn7ypQx5myOHAlt2rj6DP6M9ttamOF3TAzMmwcLFsDFi8a+8uWN6RdhYVCv3q37XuACK1nJMpaxnWur39SkJgMZyFM8RWMau/gMvBerf77v/fhevj/6PW/2epPXe7xuthyXY/pCIcBnGKXbajk7UvfErUqVKgX87uKd2Gw2aTmnpRCOfLTzI7PlmM6YMWPMluBRpEmarJJV0lf6ip/45WSzqkk1eVVelSiJyneMiAijFFuxYtcyaa1bi8ybJ3LlihtOIg+039bCTL9TU0WWLDHulFz9HCglct99IuvW5T+d6KAclIkyUUIkJNddm+7SXRbLYkmWPNLSFsXqn+8fj/4ohCNV36kqqZmpZstxOXhABrkzsAn4UkQec2qk7oG0b99eIiIizJbhMr4/8j33Lr+XaqWrETM6hhIBJcyWpPEA9rKX+cznYz7mD/4AoBjFeJAHeZIn6UMfAvIogJOVBV9+Ce+9B7/+auzz84O//AVGj4YePa4t96zRWI3t2+H99+HTT6+VL2zVCl5+GR57DIoXv3VfQfiVX1nCEj7hE5JJBqAsZRnIQIYznFBCUegPmNUREULnhbLr3C4WPLCAp0OfNluSSzE9g2wPph8BEoGNwF+AKmAE2r62VahQocDfXryR3kt7C+HIf375j9lSPIJBgwaZLcE00iRNlsty6SbdcmWoWktreVfelTiJy3eM5GSRWbNE6ta9liULDhYZN07k2DE3nISDWNlvK+JpfsfFGUul33bbtc9LjRoiU6YYy1/nR6IkygJZIJ2lc67PbBtpI7NltlyWy64/CQ/G0/w2g+V7lgvhSJPZTXx++Wk8IIOcXbgYXPKqt+yx+HIGede5XbSd25bSxUsTOzaWcoHlzJakMYFjHGMuc1nEIi5iTJIsQxkGM5gRjKAtbfMd49IlIyP23nvX5lk2bGhki4cOhdKlXXkGGo13k54OK1bA1Kmwf7+xr0wZGDHC+AzVLkBZ+r3sZSELWcrSnLs+pSjFEzzB8zxPc5q78Aw0nkpmdib1Z9YnNjHW55efdkUG2dEV7lQhNq9cRQ8gJibGbAkuY8bWGQA83fZpHRzbGTx4sNkS3EI22axmNX3pSwMaMIUpXOQirWnNh3zIaU4zhzn5BsenTsFLLxn/gE+caATH7dvDZ5/BgQPw/POeHRxbxW+Ngaf6XaIEPPmksUjOt9/CnXcaK/VNnw716xsP9B05kvcYLWjBDGZwhjN8wif0pCfJJPMBH9CCFvSiF5/zeU59civgqX67k2L+xRjdaTQA725912Q13oejGeRbP6aeB+KlC4z4agb5fNJ5ar9bm8zsTI68eIR65fN4lFrjMySSyCIWMZOZxGB8+StBCR7lUcIIozOdCzR38cgR+Pe/YdkyuLqWzt13w9//Dr166fnFGk1R2bHDyCivXAk2mzGH/29/g9deg2bNCjbGXvYyhzksZWnOXOWa1GQkIxnBCKpS1YVnoPEUEtISqDm9JsmZyUSFRdGiSguzJbkE0zPIInKiMJszBbuTkydPmi3BJXwY8SEZ2Rk82PhBHRxfR1hYmNkSXEIMMYxjHDWpyVjGEkMMIYTwDu9wilMsZSld6JJvcHzkiJHpatIEFi2C7GxjNbHISGOp3Tvv9K7g2Ff91twcb/I7NNSYdnHwIDz1lBEgL18OLVrAX/8KBak+2oIWzGEOpznNTGbSmMac4hQTmUgtavEkT7KXva4/GZPwJr9dSbnAcgxrMwyAmb/PNFeMl+FQBtlqhIaGyo4dO8yW4VTSs9Kp/W5tLiRf4KcnfqJXSC+zJXkMSUlJlPbkOQEOcPVp9xnM4H/8Dxs2AHrQg7GM5QEewB//Ao115Ai89ZaRMc7OBn9/Y27xhAnQoIErz8K1+JLfmvzxZr9PnIApU4x6yhkZxr5+/eCNN4xpTQVBENazntnM5mu+zrkm9KEPL/ESventU9UvvNlvZ3M4/jCNZzcmMCCQ2LGxVCpZyWxJTsf0DLLVOHfunNkSnM7KfSu5kHyBVlVb0bNuT7PleBTTpk0zW0KRySabVayiIx3pTne+4Av88WcIQ4gkko1s5CEeKlBwfPTotYzx4sXGvqeegsOHYeFC7w6OwTf81hQcb/a7Th3jQdiYGBg7FoKC4JtvoEMHGDAA9hYgEaxQ9KY3/+N/RBPNKEZRkpJ8z/fcwz20oQ1LWEIGGa4/ITfgzX47m0YVG3Ffw/tIy0pjfuR8s+V4DY7OQV5UiGOIiHhlAb6WLVtKVFSU2TKchojQfn57dpzdwcIHF/JU26fMluRRREdH07BhQ7NlFIp00lnGMqYwhWiiAahIRcLsr+pUL/BYsbEQHg5LluTOGL/+et4rf3kb3uy3xnF8ye+4OHjnHZg9G1JTjalNf/sbTJrk2BfXP/iDucxlFrM4y1kAqlOdUYwijDCCCXbRGbgeX/LbGaw7uo4+H/ehRpkaxIyOoZh/MbMlORXT6yADNoyV9Gx5bNnXbTYg29m16dy11a5d+5Y197yRX078IoQjlaZUssTKOo4yd+5csyU4TKIkyjvyjlSTajl1UEMkRObIHEmRFIfGunhR5KWXREqUMGqy+vuLPPmkyJEjLhJvMt7ot6bw+KLfZ86IvPDCtZUq/f1Fhg8XOXHCsXHSJE0+ko+khbTIuY4ES7D8n/xfgWqgeyK+6HdRsNls0nR2UyEc+STqE7PlOB1cUAfZ0SkWk4DJ9p83294FfsMo73YJeMve3isJCgoyW4JTee/39wAY2W4kgQGBJqvxPJo0aWK2hAITRxwTmUhtajOe8ZzlLK1oxQpWcJjDhBFGEAX7+01ONuYY16sH06YZdVkff9x4QGjRIqPUlC/iTX5rio4v+l2tGsyaBdHRRjk4MOYpN2wIY8Zcq0ueHyUowTCGsYc9fMd39KQnl7nMm7xJXeryMi/nZJi9BV/0uygopXJKvl2NBTT54OyI2wjk6Q5cBL7Fi1fZq1+/vgPfXzyb45eOi98kPwmYHCCnE0+bLccj+eqrr8yWkC/n5by8LC9LSSmZk+npJt1kjawRm9gcGisjQ+T990WqVpWclbz69BGJjHSReA/DG/zWOA8r+H3okMjf/iailPF5LltW5N//Fklx7GaSiIhsls3SV/rmXGdKSAkJkzCJkRin63YFVvDbUZIzkqX8f8oL4cjW2K1my3EqeEAGuaBB9y9AGNAHGOOKY7gD4/+5b/D+9vexiY1Hmj1C9TIFn49qJVJTU82WcEsucIFXeIUQQpjKVFJI4X7u5xf76z7uK/AT6CKwahU0bWos5nH+PHTsCD/9BN99Z5SYsgKe7LfG+VjB70aNjPJwu3bBvfdCYqJRbaZxY1i61KipXFC60pVv+ZZIInmYh0knnQ/4gIY05Cme4hjHXHciTsAKfjtKyWIleabdM4DOIhcEV1ax+BLIBIa58BgupXjx4mZLcArJGcnM32E8uXr1Fovmz4SEhJgt4U/EEcervJpTtziFFB7kQSKJ5Bu+oRvdHBovIgJ69DDqFx89avzD+dlnsHWrsciHlfBEvzWuw0p+t2oFa9fCDz9AmzbGg7dDh0K7dvDjj46NFUoon/EZ+9jHYAYjCB/xEY1pzEhGEkusa06iiFjJb0d4vsPz+Ct/Vu1fxenE02bL8WhcFiCLSBaQAXhtMajk5GSzJTiFZXuWkZCWQKcanehUs5PZcjyWrVu3mi0hh4tc5O/8nRBCmMIUUkihH/2IIIKv+IpQHEvznj5t/APZoQNs3gyVKsEHHxjloR5+2LsW+HAWnuS3xvVY0e/evY2FfJYsgZo1jczy3XdD376wb59jYzWjGctYxiEOMYxh2LAxj3k0oAEv8qLHzVG2ot8FoVZwLQY0HUCWLYs52+eYLcejcVmArJRqAZQG0lx1DFdTrlw5syUUGRFh1rZZgM4e50f//v3NlsAVrjCJSYQQwtu8TTLJ3M/9bGc7X/M17Wjn0HgpKUbpp0aNjFusxYrB+PHG4h/PPgsBAS46ES/AE/zWuA+r+u3nB088YdQv/9e/oEwZYypV69bGg3wJCY6NV5/6fMRH7Gc/j/M4mWQyi1nUpz7jGU8cca45EQexqt8F4WosMH/HfNKz0k1W47m4JEBWSrUFlgMC/FKI/n5KqbFKqYNKqTSlVKxSappSqlQhxiqplIpRSolSarYjfePiPOODXhQ2ndjE/rj93Fb6Nh5u9rDZcjyaOXPM+zadTjozmUl96hNOOEkk0Ze+/M7vfMM3tMex8o4i8PHHxhSK8HAjUB4wAA4cMFbkCvbe8qZOw0y/Ne7H6n4HBRnzkY8ehbAw4xrx3ntGxYv5842a547QmMZ8wifsYQ8DGEAqqUxlKiGEMJGJJJLomhMpIFb3Oy9ur3U7rau2Ji4ljs8PfG62HM/FkSf6gJ/y2X4DTnKtBnIS0MbRJweB9zCC6y+AEcB0jPnMPwF+Do41FbhiH2+2I31DQ0OL9FSlJ/DoqkeFcGTiTxPNluLxZGZmuv2Y2ZIty2SZ1JW6OU+Ld5Euskk2FXrM3btFunW7VpmibVuRDRucKNpHMMNvjXlov3Oza5dIjx7XrhOhoSKbNxd+vEiJlPvl/pzrWCWpJLNklqRLuvNEO4D2O2/mRswVwpGuC7uaLcUp4IIqFo4GrnktEHLjthXo6LAgaG7v//kN+0fZg9yBDowVCmQB4woTIFesWLGIlpnLmcQzEjA5QPwn+Uvs5Viz5Xg8Q4cOdduxbGKTb+QbaSWtcv5BaSbN5Cv5yuFybVdJSBAZPdpYLABEKlcWWbRIJDvbyeJ9BHf6rTEf7fefsdlEPv1UpGbNa4HyoEEip04Vfsxf5VfpKl1zrmsNpIH8V/5b6OtaYdF+582V9CtS9t9lhXBk19ldZsspMq4IkB1danpoPk2ygAQgSkROFnjg3Md4E3gd6CFGubir+wOBeGCjiNxXgHH8gW3AWeAFIAZ4X0ReKKiW9u3bS0REhINn4DlM3jiZNza8wYCmA/j8UX0bxVPYwQ7GMY6NbASgFrWYzGSGMAR//B0eT+zTKcaPN0q2+fkZ5dsmTwYfmEav0WhcTHIyvP22Mf0qPR1KlTKeXRg9unDPKQjCalbzKq9yiEMAdKITU5hCD3o4Wb2msIxeO5qZ22byTOgzzH1grtlyioTpS027YwO+x5iiUeIm7/0KxBVwnJeBZKCufXM4g1yhQgVHvsB4FBlZGVJ9WnUhHPnx6I9my/EKBg8e7NLxT8tpGSbDRIkSBKkgFWSaTJNUKfyy33v2iHTvfi37c/vtIjt3OlG0D+NqvzWehfY7f44dE3nooWvXk9atRbZsKfx4mZIpH8qHUlWq5mSUH5AH5IAccJ7oW6D9zp8DcQeEcKTkWyUlITXBbDlFAm9ZKKSIVAcuisjNHq08DVRSSuVZoFgpFYJ9WWwROe7IwZVSzyilIpRSEQCbNm1i9erVrFy5km3btjFz5kxiY2OZMGECWVlZDBs2DIAhQ4YAMGzYMLKyspjYJxgCAAAgAElEQVQwYQKxsbHMnDmTbdu2sXLlSlavXs2mTZuYN28e0dHRTJo0iaSkJMLCwgAYPHhwrp9jx44lLi6OKVOmEBUVxZIlS1i3bh3r1q1jyZIlREVFMWXKFOLi4hg7dmyuvnc9dxdnrpyhXFY5OlbuyKRJk4iOjmbevHlee05Xf4aFhZGUlOT0cxo1apRLzmn73u30+aUPDaUhi1lMAAE0+bYJRznKjsE7CCTQ4XNKSMiiefPvaNsWfvkFKleGrl3n8/PPWaxc6ds+Oeucevfu7XPn5Is+OeucRowY4XPn5GyfYmM30bfvPObOPU25cpfYvRu6dLERFgaPPPKMw+c0fcp0BsQN4OFXH2YSkwhIC+BrvqZZVjPGMpanxj3lsnPq16+fz/rkrHP6fc3vdKzckZTMFN7/9X2vPieXUNQIGyM728G+1XXCeEeBk7d4bylGJrhcPmN8B+wFil2n0VJzkO9acpcQjry75V2zpXgNzp6zZhObrJAVUktq5WRPHpKH5LAcLtK4334rUqeOkeHx8xN54QWRS5eco9lK6DmK1kL77RjJySITJogEBBjXmipVRJYvN+YtF5Zzck6ekWdy7qJVkkoyV+ZKlmQ5T7gd7XfB+Hz/50I40nhWY7EVxVyTweyH9HI6QQgwD2NOcPYNWzzwIRBSyLGjgPO3eO+/9kC3eB79B2M85Nftun2FCpC9tYrF1dsmQW8GyaVUHTkVFGc+9bxNtkln6ZwTGLeW1vKT/FSkMc+dE3n8ccn11HlkpJMEWxD9lLu10H4Xjr17c1fFuesukUOHijbmTtkpPaRHruvjBtngHMF2tN8FIzM7M2c65vpj682WU2hcESA7PMVCKfWIPYh9GigPqBu28hil2fba2zrKGYxpFCVu8l4NjOkXGbfQVgKjJNy3wDmlVAOlVAOgjr1JsH1fgR5dOnPmjOPqPYAPIz4EYFDLQZQL1E9pFZSJEycWeYx44hnJSDrRia1spSpVWcACIomkF4Vby1kEFi2Cpk3h00+hZEmYOhV+/x1CHVtQT3MdzvBb4z1ovwtH8+awcaNxDapYEdavN5ayfvttyMoq3JhtaMMGNvBf/kttarOb3fSkJ4/yKCc44RTd2u+CEeAXwMh2IwF4f/v7JqvxMByJpjGmUWRiZGgPAMOBhkBJoBTGstLDgX32NhlAOweP8SZGtrf7DfsDMR66W5tH33L2vvltLxdES8uWLZ3yzcadJKUnSfC/g4VwJPKMTi86wsmTJwvdN1uyZa7MlQpSQRAkQALkFXlFEiWxSJoOHxbp2fNa9qZPH+NBGk3RKYrfGu9D+1104uJEhg69dj1q186op1wUUiRFJstkCZIgQZBACZR/yj8lTdKKNK72u+D4QklYPCCD/H+AP7AOYwGQBSISLSIpIpIsIkdEZAHQ1t4mAHD0a9xKexA75ob9IzAC8eVXdyil6iulmlzXJhl45Cbbc/b3v7P/vrogQhIcXYPTA/hk7ydcTr9M55qdCa2m04uO8OWXXxaq33a205nOjGQkf/AHd3Ine9jD27xNGcoUasysLCND07IlbNgAlSoZpdzWroWQkEINqbmBwvqt8U6030WnUiVYvNhYqrp2bYiMhPbtYeJEozxcYQgiiIlM5BCH+Bt/I400JjKR1rTmJ34qtFbtd8GpVqYaA5oOIFuymR8532w5noMj0TRwEWOecb7zi4F6GFnki45G7cAsrq2kNxyYhpG53sB1K+kBx41TyHe8uhRiDnKTJk0K8T3GPGw2m7T9sK0QjizdtdRsOV7H77//7lD7i3JRRsrInAdOqkt1WSkri1wQf/9+kY4dr2Vphg0TuXixSENqboKjfmu8G+23c0lMNB4QvnqdatZMZOvWoo/7k/wkTaSJXJ2fPFAGylk56/A42m/H2BCzQQhHqk2tJpnZ3jd/Gw/IIAcCl0UkpgCB9zGMRUNuNpc4P8Zg1DFuDrwPPI4RNPcTEVshxisUGRk3nerssUSciWDnuZ1UCKrAI80LM/3b2sTE5PtnDRhF8JeylMY0Zi5z8cef8YznIAd5lEdRqEIdPzvbKNTfti1s2wY1axqZmo8+Mub+aZxLQf3W+Abab+dSpgzMmmWUmWzUCPbvhy5dYNw4SEkp/Li96MVudvMWbxFIICtYQROa8D7vk012gcfRfjtGjzo9aFyxMWeTzrLm8Bqz5XgEjgbIR4FSt3iALhf2le9KAUccFSUi2SIyTUQai0gJEakhIuNEJOmGdnVFJN9oRESOi4gSB1bRA1CqcIGOWczfYdwaGdp6KIEBgSar8T6CgoLybXOMY/ShD0MZSjzx9KQnu9nNFKYUejoFwMGD0LUrvPqqcavy6adh717o06fQQ2ryoSB+a3wH7bdr6NYNdu0yrl1+fjBjBrRuDVu2FH7M4hTnNV5jP/u5j/u4zGVe4AU60YkICra6rfbbMZRSjAgdAVyLJayOowHyYqAYMLIAbZ+xt13s4DE8hoDCrLFpEkkZSXyy9xOAnD9yjWOUy2Nd5iyyeId3aEELfuAHKlCBxSzmJ36iGc0KfczsbHjnHWjTxqhKUaMGfPstLFgAwcGFHlZTAPLyW+N7aL9dR1AQ/Oc/xjWsRQs4csQInF9/HYpyIzaEEL7hG77gC2pSk0gi6UQnxjOeFPJOU2u/HWdom6EU9y/O2iNrib0ca7Yc03E0QH4XY17wVKXU35VSf/qKppQKVEq9Cky1t51ZdJnmkJqaaraEAvPp3k9Jykiia62uNK3c1Gw5XsnBgwdvuj+SSDrSkVd4hVRSGchADnCAoQwt9HQKgOho6N4dXnnFyBo/+aSRNe7bt9BDahzgVn5rfBPtt+tp1w4iIoxssgj861/QsSPs2VP4MRWK/vTnAAcYxzgApjKVVrRiAxtu2U/77TiVSlaif5P+2MTGop2LzJZjOo4GyAuBKxjVIt4CLiilflZKfWzffgLigH8BSfa2C5VSi27YFjrzJFxF2bJlzZZQYOZFzgPgmXbPmKzEe+nVK3ed4mSSeZmX6UhHdrKTOtThW75lOcupQpVCH0cE5s0zssZbtkD16rBmjVFnVCc93MeNfmt8G+23eyhRwsgmb9oE9erB7t3QoYNRlSe74FOI/0RpSjONaWxhCy1owVGO0otejGQkl7n8p/ba78JxNYZYuHMh2bYiGOYDOBogDwOeAIIxFgUpBdwBDLRvPe37FEZN4qH2PjfbPJ74+HizJRSI3f/P3nnH13T/f/x5sgixgoq9RxU1YhQtatXeK42ttao/qvZXSwdKVWmLql27aGul1K6aCUrVniFGEoJEJLnJ+f3xaYKKmztO7rk35/P0yMN17znv8759pcnrfs77837f+osjYUfIkSkHHct31Dsdl2XFihUpj//gD17lVaYzHYAP+IBTnKIZ9i3v3rkDbdpA//5iI0tAgFg1bt7crrASG3hab0nGR+rtWOrWFeZ4wABRZjF6NNSrBxcv2he3BjUIIYSJTMQTT+Yxj/KUZyMbnzlO6m0b9YvVp2SukoQ+CGXrxa16p6MriuiOYeHBivKxVhdWVXWiVrHSi6pVq6pHjx7VO400eW/Le3x35DsGVx/Mt82/1TsdlyU6Oho3HzfGMY6ZzERFpRKVWMAC/PG3O/7mzdCnjzDJOXLAnDnQrZsGiUtsIjo6Gh8fH73TkDgIqbd+BAWJjcc3b0LWrGIjX79+YO8++FOcoi99OcQhALrSlW/4hjzkkXrbwZR9UxizYwxtyrbhl66/6J2ORSiKEqKqqv2/qJ9G675xGekrb968qfbbcyZi4mNSJucdv2nnSCOD03ZqW7W0WlpFRXVX3dXx6ng1To2zO25MjKoOHPikX2j9+qp69aoGCUvsYsCAAXqnIHEgUm99iYxU1a5dn/wc7NBBPGcvJtWkzlBnqFnULCoqaj41n7pR3Sj1toObD2+mTNa78eCG3ulYBE7QB9lQFClSRO8U0uSnUz9xP+4+NQrW4FW/V/VOxyWJJZYRjODXEb9ynvNUoAKHOMQnfIIXXnbFDgmBqlXFarGnp+hYsWOHmEIl0Zc5c+bonYLEgUi99cXXF1auhB9/FD2U160T7eD27rUvrjvuDGUoJznJG7zBbW7TilbEz4nnAQ+0Sd5g+Pn40bpsaxLVRBYdW6R3OrohDbIZXKHReHK/QtnazTYOcYiqVOVLvoQkGMtYggmmGtXsipuUBF9+CbVqwdmzUL68GP7x4YeiV6hEfwIDA/VOQeJApN7OQWCg6JtcsyZcvw4NGohR1SaTfXFLUIJd7GI608lEJhaykEpUYhe7tEncYLxbVWzWm39sPkmOm8/mVFhVg/zMiYpSCKgA5EL0O34hqqoutekiOuPv768GB1vWlFwP/gn/h1dmv4KPlw83h9/Ex0vWW1mKCROf/fsnkURe5mWWsITqVLc7dng49Owp6u4AhgwRO7hl33qJRCIRJCTAxImiFZyqiil8y5dD8eL2x/6Hf+hBD0IIAeD/+D8mMxlv5A9hS0lSkygxswRX719la+BWmpRsondKZkmPGmSr17IURXlNUZSDwFVgM7AMWJTGl0vi7CvI84/OByCgQoA0x1ZwkYu8zutMZCJJJPEhH3KUo8wMnGl37N27Rfu2oCBxS3HDBpg1S5pjZ0SuKBoLqbdz4ekJn30GO3eKAUkHDoifnStX2h+7POUp07MME5iABx7MZCZVqMIRjtgf3CC4KW70rdIXMO5kPWu7WNQFfoeUwswLwG0wPyBdVVWXbEjozCvIcaY4Cn5VkMjYSI68cwT/Atpu3syIqKgsYQlDGEI00RSiEEtZSgPs//ZMTIRPPoFPPxWrIXXrwooVULiwBolLJBJJBubuXdHV4uefxb/79IFvvoEsWeyPHUIIPejBP/yDBx58xmeMYARussI0TW48uEGRr4vgrrgTNjyMPFny6J3SC3GGFeTPgUzAAaC4qqplVVV9Q1XVBua+tEzYkYSGOu+oxU3nNhEZG0mlfJWolt++elkjcJe7dKYzvelNNNF0ohMnOPGMOR42bJhNsW/cgIYNhUEG+N//YNcuaY6dHVv1lrgmUm/nxddXbNqbOxcyZxZDk5L3b9hKst7VqEYIIQxlKCZMjGY0jWnMDW5olH3GpWD2gjQp2YSEpARWnDReX2lrV5CjAW+gmKqqzuseNaJy5crq8ePH9U4jVVquaMnm85uZ0XQGQ2sN1Tsdp2YnO+lBD25wAx98+JZv6UGP58ZEh4eHkzdvXqtib9ki6o0jIsDPD5YtE2ZZ4vzYorfEdZF6uwYnTkDHjnD+PPj4wA8/QNeu1sdJTe8tbKEXvQgnnNzkZgELaEMbjTLPmKw5tYYua7tQxa8KR/s771wIZ1hBjgUeGMEcA0REROidQqrcfHiT3y78hoebB29XfFvvdJwWEybGMpZGNOIGN3iN1zjOcXrS8zlzDLBokeXl8iYTjBkDLVoIc9ykidiZLc2x62CN3hLXR+rtGlSqJNpjdu0K0dFimNKgQfD4sXVxUtO7Oc05wQma0IRIImlLWwYzmFhiNco+49G6bGtyZs7JsVvH+OvWX3qn41CsNchHAR9FUbKnRzLORo4cOfROIVWWnVhGoppIyzItyZtVroikxnWu04AGTGYyCgof8zF72UtJSr7wnGbNLBsjffu2MMRTpoC7O0yeLDbl5cunVfYSR2Cp3pKMgdTbdciWTezhmD0bvLxEH/nata0bU/0ivf3wI4ggpjMdTzyZzWyqU52TnNQo+4xFZo/MBFQIAGDRcWN9yLTWIE/995wR6ZCL0/Ho0SO9U3gOVVVZ/NdiAHq92kvXXJyVLWyhMpXZxz4KUICd7EzZzWwOS8aK//mnGPyxa5cwxDt2wOjRsrexK+IKY+Ql2iH1di0UBQYOhP37oUQJOHZM/Oxdv96y883p7YYbH/ABhzhEWcpyilPUoAYLWICKba1vMzK9q/QGYPnJ5cQnxuucjeOw6te6qqo7gCHASEVRflAU5cXLcRkAT0+z7Z11ITgsmH/C/yFvlrw0L91c73ScigQSGMlIWtCCSCJpSlOOc5x61LPo/Pz587/wNVWFmTOhfn0ICxNdKo4dg3qWhZY4Ieb0lmQ8pN6uSbVqouSiXTt48AA6dBADl9IaLGKJ3lWoQggh9KEPj3lMP/rRm97EEKNR9hmDavmrUeGlCkQ8imDzuc16p+MwrF73UlV1NvAp0Bc4pyhKjKIol8x8WXFTRJIWybc4AisF4unufAZeL65xjXrUYxrTcMedyUxmC1vIi/0lKA8finq4oUPFD+Xhw0XvTvn7ViKRSNKfnDlFl4sZM8DDA6ZPF2Vu4eH2x85KVhawgMUsxhtvlrCEmtTkDGfsD55BUBQl5Y61kcosrDLIiqJkUhTlF2Bi8lP829UijS+XJCEhQe8UnuGx6TEr/xZd1HtV7qVvMk7EZjZTmcoc4ACFKMRudjOa0Vb3ubx58+Zzz/3zD9SoAWvWiLq4n34SI6Sd8OaCxEpS01uScZF6uzaKIhYpdu4U5W27donV5SMvmP1hrd496clhDqeUXPjjz0o0mFqSQQisFIi74s6W81u4HX1b73QcgrUryGOB1ojBIAuBAKAR0MDM15taJetosmjRpVxDfj3zK1GPo6iavyqV8lXSOx3dSSKJCUygJS25xz1a0IJjHKMudW2KV7Vq1Wf+vXatMMdnzkCFChAcLNoPSTIG/9VbkrGRemcMXn8djh4Vo6lDQ0W524IFzx9ni94VqMARjtCVrsQQQwABDGIQj7GyhUYGJJ9PPlqUaUGimsiyE8v0TschWGuQAwEVGKCqaj9VVVepqrpTVdU95r7SIW+HcP/+fb1TeAa5Oe8J97hHK1oxkYm44cYkJrGBDeTB9kk/QUFBACQlwbhx0KkTxMRAQAAcPAhlymiVvcQZSNZbYgyk3hmHAgVg926xiS8+XkzhGzAA4uKeHGOr3tnIxgpWMJvZeOHFHOZQl7pc5ao2ybswT5dZWDNDw1WxdlDII4Sp9lFVNY0SedfHmQaFPD3y8ebwm+TOklvvlHTjL/6iPe25xCV88WUVq2hMY7vjhoeH4+WVl8BA2LRJdKaYPh3+7//E7T1JxkIOjjAWUu+MyaJFwijHxUHNmuLOX6FC2ugdQgid6MRlLpOHPKxhzTPTV41GfGI8Bb8qSMSjCI68cwT/AprO5bALZxgUEgbEG8Ecg3PVrP144keS1CRal21taHO8nOW8xmtc4hJVqUoIIZqYY4APP/yBmjWFOfb1ha1bRc2bNMcZk0mTJumdgsSBSL0zJr17i/abRYrAoUOiLnnfPm30rkY1ggmmKU2JIILGNOZrvjZsKzgvdy8CKwYCsOhYxt+sZ61BXg9kVRTltfRIxtkoXLiw3ikAovfxkr+WAMbdnBdPPO/zPoEEEkssvenNPvZRTKM9oFu2wC+/jOXsWVFvfOQINGqkSWiJkzJjxgy9U5A4EKl3xqVaNbFHpGFDuHMH3nwTKlbURm9ffNnMZkYzmkQSGcYwetCDRzjfnARH0LNyTwBWn1qd4XsiW2uQPwXOAQsURSmeDvk4FZcvX9Y7BQCO3jzKmYgz5M2Sl7dKvaV3Og4nnHAa05hv+AZPPJnLXBawAG+87Y6tqmISXsuWT3psHjggGtNLMjaBgYF6pyBxIFLvjE3evPDbb6IkLiEB+vaFDz5Iu1+yJSS3Dl3DGrKSlWUsM2xd8qv5XqXCSxWIjI1k64WteqeTrlhrkNsB3wP5gTOKoixTFGWUoig9zH1pn7ZjKF7cOT4DLD+5HICuFbri4WZ+GlxG4yQnqUEN9rKXAhTgD/6gP/1RsL/uISZG9DceO1YY5U8/FW3cfHw0SFzi9CxbZoyd2BKB1Dvj4+EBX38NP/wgWnHOmCEWP6KitInfiU4c5CAlKckxjlGNauxkpzbBXQRFUVLKLJadzNj/T1lrkBcD04EcgCfQDZgELErjyyVxhhVkU5IppfdxYCVjrYBsYAO1qc0VrlCd6hzhCDWpqUnsGzdEu6Dk/sYbNsCZM4Gy3thAyBVFYyH1Ng79+kG9ep+SJ4/YS1KrFpw7p03s5FZwTWlKJJE0oQlzmKNNcBchoGIAABvObuD+Y+fq9qUl1nax2A3WV6erquqS2z79/f3V4OBgXXPYdnEbTZc1pZRvKc69dw7FAA5ORWUKUxjHOFRUAghgPvM1KakAMba0dWsxMrpkSdi4EV5+WZPQEolEInESrlwRP+tPnhTT+Nasgcba7OkmkUT+x/+YwhQAhjCEr/gKD4xxl7fBkgbsvrKbha0X0rtKb73T0b+Lhaqq9VVVbWDtl5YJO5Jr167pnUJKQ+7AioGGMMexxBJIIGMZC8BkJrOMZZqZ459/hjfeEOb49ddFf+Nkczxw4EBNriFxDaTexkLqbSwGDhxIsWKiw0WbNqLMolkzmDVLlNTZS3Jd8hKW4IUX3/ANLWnJfTLuiurTGKHMwqoVZKNRtWpV9ejRo7pdPyY+Br/pfkTHR3N+yHlK+ZbSLRdHcJObtKUthzmMDz4sZzmtaa1JbFWFqVNh9Gjx75494fvvIVOmJ8dER0fjIwuQDYPU21hIvY3F03onJcH48ZDc+W3AAPjmG1GzrAX72Ec72hFBBOUpzyY2URzn2MOUXkQ9jsLvSz/iE+O5NuwahbIX0jUf3VeQjcatW7d0vf6GsxuIjo+mVqFaGd4cn+QkNanJYQ5TjGLsZ79m5jg+Hvr0eWKOJ08WzeWfNscA06dP1+R6EtdA6m0spN7G4mm93dzg889hxQrxc3/uXFF68fChNteqS10OcYjylOcf/qEGNdjHPm2COyk5M+ekVdlWqKisPLlS73TSBWmQzZA7t74DOZJvXbxd8W1d80hvtrOdutQllFBqU5vDHKYiFTWJHREhas4WLwZvb1i3Thjl1KpVAgICNLmmxDWQehsLqbexSE3vbt1g507IkweCgqBuXbh+XZvrlaAE+9nPW7xFBBE0pCFLWapNcCclo5dZmL3BoCiKFv1LVFVVG2oQx+E8ePBAt2vfibnD1gtbcVfc6fJKF93ySG8WsYh3eRcTJjrRiaUsJTOZNYl99iy0aAEXL0KBAqJTRbVqLz5+165dlC5dWpNrS5wfqbexkHobixfpXbu22HvSvDmcOEHK9NQqVey/Zg5ysJGNDGc4s5hFT3pylav8j/9p0prU2WhWuhm+3r6cuH2CE7dPUClfJb1T0pS0KnDqI7pW2KOsyxY5e3trszHMFtacWkOimkiL0i3Im9W+efLOiIrKx3zMp3wKwAhGMIUpuGl0U2PfPnEL7d498YNv40YoWND8OeXKldPk2hLXQOptLKTexsKc3iVLioFQ7drB3r1iw/aqVaJnsr144MFMZlKWsgxhCB/xEde4xhzmZLgOF17uXnQu35m5IXNZfmI5lRobyyAvxYUNrr2YtBjBYyPJ3SsyYnlFPPH0pS/LWIYbbnzLtwxEux3mP/0E3btDXJz4gbdqFWTNmvZ5UVp1k5e4BFJvYyH1NhZp6e3rC9u2iZ7Jy5aJThczZ8J772lz/UEMoiAF6UY35jOfMMJYzWp8yFgbRQMrBQqDfHI5kxtNxk3JOJW7Zg2yqqq9HJSHU6JXh4/zkec5dOMQPl4+tCnXRpcc0osoomhHO3azm6xkZQ1raE5zzeLPmAHDh4uuFQMHipY+lu5Ujo2N1SwPifMj9TYWUm9jYYnemTLB0qVQqhRMmABDhoiSvC+/BHd3+3NoQxt2spNWtGILW6hPfTazmXzksz+4k1C7cG2K5SzGlagr7LmyhwbFXbaz73NkHKufDnh5eely3RUnVwDQrlw7snhm0SWH9CCMMN7gDXazm/zkZy97NTPHiYkwdCh88IEwx5Mnw3ffWdfGx1lGi0scg9TbWEi9jYWleisKfPyxMMqenmJUdadOoNXnqVrUYj/7KUEJQgjhNV7jLGe1Ce4EKIpCQAWxIXLV36t0zkZbpEE2Q0xMjMOvqaoqq0+tBqBbhW4Ov356cZ7z1KEOJzlJOcpxkINUpaomsWNjoUsXcXvM0xOWL39xpwpzHDx4UJN8JK6B1NtYSL2NhbV6d+8Ov/8uJu79/DM0aSL2sGhBaUpzgANUpzqXuUxtarOf/doEdwK6VugKwLrT60hITNA5G+2QBtkMOXPmdPg1/77zN6cjTuPr7UujEo0cfv30IIQQ6lCHK1yhBjX4gz8oQhFNYkdGQqNGon1bjhywdSvY2s2pXbt2muQkcQ2k3sZC6m0sbNG7Xj344w+xoXvfPrF5LzRUm3xe4iV2sYsWtOAud2lEI4II0ia4zlR4qQIv53mZyNhIdl7WovmZcyANshnCw8Mdfs3k1eMOL3fA093T4dfXmp3spD71CSecpjRlBzvIQx5NYl+6JFr27N8PhQuLH2gN7Ch/mj17tiZ5SVwDqbexkHobC1v1rlBBdLgoXx5OnYLXXhN/a0FWsvILv9CHPsQSS2taswrXL0tQFCWlHe2qU67/fpKRo6bNUK1aNTUkJMRh11NVlTLfluHC3Qts776dhiVcsn10CmtZy9u8TTzxdKMbi1mMF9rUdR8/Dm+9BbdvQ6VKsGVL2m3c0sJkMuGh1exRidMj9TYWUm9jYa/e9+6JVqH79omyiw0bxIqyFqiojGQkX/IlCgqzmc0ABmgTXCfORJzh5e9eJkemHNz+8DaZPDKlfZKGyFHTDubq1asOvd6xW8e4cPcCL2V9iXrF6jn02lozl7l0pjPxxDOEISxjmWbmeM8ecSvs9m1o2PDJLTF76devn/1BJC6D1NtYSL2Nhb1658ol2sC1awdRUWIi6/r12uSmoDCVqUxmMioqAxnIJCahunBX3XJ5yvFqvle5H3efbRe36Z2OJkiDbIZixYo59Hqr/xblFR1f7oiHm+uudExlKgMZiIrKZ3zGTGZqNgDk11+haVN48EDsNN68GbJn1yQ0ixcv1iaQxAyvMBcAACAASURBVCWQehsLqbex0EJvb2/RV3/gQNFXv2NH0KpSR0FhNKOZy1wUFMYxjhGMcGmTnNHKLKRBNsPly5cddi1VVVnzzxoAulRwzdHSKioTmMAoRqGgMIc5jGOcZiM2Fy2C9u3FD6oBA2DlStHHUiu6d++uXTCJ0yP1NhZSb2Ohld7u7qJl6GefiRaigwfD+PHisRb0pz8rWYkHHkxnOn3piwn9hpTZQ7J32XB2A48SHumcjf3IGmQz+Pv7q8HBwQ651qHrh6i1oBYFshUgdFioy02jUVEZxSimMQ033FjEInrQQ7P406bByJHi8Ucfiabu1rZxk0gkEonEVhYsgP79Rd/9wYPFICo3jX5V/8ZvtKc9scTShS78yI944nob9Wv8UIMjYUf4qdNPdCzf0WHXlTXIDubKlSsOu1Zy94rO5Tu7nDlOIokhDGEa0/DAg1Ws0swcqyqMGPHEHM+aBRMnpo857tWrl/ZBJU6L1NtYSL2NRXro3bevaCnq5SVWlXv0gASN2v6+xVv8zu9kJzurWU0XuhBPvDbBHUhymUWyp3Fl5AqyGRzVxSJJTaLIjCLceHiDA30PUKtQrXS/plYkksi7vMtCFuKFF2tZSytaaRLbZIJ+/WDJEjERb+lS6JaOs1PkLndjIfU2FlJvY5Geeu/cKTpcxMRAq1awerWoV9aCwxymKU2JIoqWtGQta8mEYztC2EPo/VCKfF0Ebw9vbn94m2yZsjnkunIF2cGEhYU55Dp/XvuTGw9vUDRHUWoWrOmQa2pBAgl0pzsLWYg33mxik2bmODYWOnQQ5jhLFti0KX3NMcD48ePT9wISp0LqbSyk3sYiPfV+801hkn19YeNGaNZMbBzXghrUYAc78MWXTWyiLW2JRaO51w6gcI7C1Clch1hTLBvPbdQ7HbuQBtkMefPmdch1UsorXumM4iKFtQkk0I1urGQlPviwla00prEmsaOjoWVL0XfS1xd27BCdK9KbQYMGpf9FJE6D1NtYSL2NRXrrXaMG7N0L+fOL1qMNG0JEhDaxq1KVXewiL3n5jd9oRStiiNEmuAPIKGUW0iCbISoqKt2vkZiUyNp/1gJPvqmcnQQSCCCAdawjBznYznZeR5sO6lFR0KSJ+HSeP7/4AVTLQRUnP//8s2MuJHEKpN7GQuptLByh9yuviEEiJUpAcDC88QZcv65N7EpUYje7yUc+drCD5jTnIQ+1CZ7OdCzfEQWFrRe28jDONXJODWmQzZA1a9Z0v8b+0P3cjrlN8ZzFqZq/arpfz15MmAgkkLWsJTvZ+Z3fqYk2ZSEREeLW1YEDUKSIMMevvKJJaIuo5SgnLnEKpN7GQuptLByld4kSwiRXqACnT0PdunDhgjaxy1OePeyhAAXYy16a0YxoorUJno7kz5af2oVrE5cYx5bzW/ROx2akQTZDfHz67yBdf1qM5unwcgenL68wYaI73VnDGrKTnW1sozrVNYkdFiam4x07BqVKiel4pUppEtpiHNn3WqI/Um9jIfU2Fo7UO7nMomZNuHpVmOS//9YmdlnKsoc9FKIQf/InLWnJI5y/x3CHlzsAsO70Op0zsR1pkM2Q3oZVVVXWnxEGuf3L7dP1WvZiwkQPerCKVWQjG1vZqtnK8dWr4tbUP/+IFeO9e8UKsqPx1mobssQlkHobC6m3sXC03r6+sH27qEW+fRvq1xcLPlpQilLsYhf5yc8e9tCGNjzmsTbB04lkT7Pl/BZiE1xnk+HTSINshvRuCRRyM4Rr969RIFsBahZy3u4ViSTSi14pG/J+4zdqoc3tq3Pn4PXX4eJFqFZNfArPn1+T0FaTM2dOfS4s0QWpt7GQehsLPfT28REdl5o3h8hIUTJ45Ig2sUtRip3sJB/52M522tOeOOK0CZ4OFM1ZFP8C/sQkxLD14la907EJaZDNEBubvp961v0jbj20K9fOaYeDJJFEH/qwnOVkJSu/8Ru1qa1J7L//FivHoaFQp47oVpE7tyahbeLMmTP6XVzicKTexkLqbSz00jtzZli/Htq2FZvOGzaEP//UJnY5yrGDHeQhD0EE0YlOTj1MpH05sYqcXErqajinK3MSsmfPnm6xVVVNqc1JrtVxNlRU3uM9lrKUrGQliCDqUEeT2CEhoub49m1o1Ai2boUcOTQJbTMNGjTQNwGJQ5F6Gwupt7HQU+9MmWDNGujcGR4+FG1Kd+/WJvYrvMJ2tuOLLxvZSDe6kYBG4/w0pkN54W02nN1AfKLzGvkXIQ2yGSIjI9Mt9qnwU5y/e57c3rl5vag2LdK0ZixjmcMcMpGJDWzQrJXb4cPiU/Xdu2IK0caN4ICGIWmyYsUKvVOQOBCpt7GQehsLvfX29ITly6F7dzFxr3lz+P13bWK/yqv8zu/kJCfrWU8PepBIojbBNaRM7jJUeKkC9+Pus/PyTr3TsRppkM3g5+eXbrGTbzm0LdcWDzfnG386mclMYQoeePATP/Emb2oS99AhaNwY7t8Xk/LWrRO3pJyB4cOH652CxIFIvY2F1NtYOIPeHh6waBH06yemw7ZqBZs3axO7KlXZylaykY1VrGIgA1FRtQmuISndLP5xvW4W0iCb4bpWHb9TIbm8whm7V3zLt4xlLAoKP/KjZuOjDxwQ5vjBA+jUCVauFJ+ynYURI0bonYLEgUi9jYXU21g4i97u7vD99zB4MMTFQbt2oNUMkxrUYDObyUxmfuAHxjBGm8AakmyQfzn7C6Ykk87ZWIeiqs73icNZ8Pf3V4ODgzWPe+HuBUp/U5rsmbJz58M7ZPLIpPk1bGUJS+hFLwDmMY93eEeTuH/+CW+9JcZId+kCy5aJT9cSiUQikWR0VBU+/BC++kqY5hUrRI2yFmxmM21piwkTX/AFIxmpTWANUFWVst+W5fzd8+zquYv6xeqny3UURQlRVdVfy5hyBdkM6dVoPLm8omWZlk5ljteznj70AWA60zUzx/v2PTHH3bo5rzkODAzUOwWJA5F6Gwupt7FwNr0VBb78EsaOhcRECAiAn37SJnYLWrCUpSgojGIUP/CDNoE1QFEUly2zkCvIZkivFeSa82ty+MZh1nVe5zQlFjvZSTOaEU88H/ERE5moSdy9e8XmhJgYePttWLzYOc2xRCKRSCTpjarC+PHw+ediJXn1arEfRwvmMIdBDEJBYTWr6UQnbQLbyZEbR6gxvwYFshUgdFhourS1lSvIDiY9VpCvP7jO4RuH8fbwpmnJpprHt4XjHKctbYknnvd5nwlM0CTu7t3QrJkwx927w5Ilzm2OnW3FQZK+SL2NhdTbWDir3ooCn376ZCW5a1fRN1kLBjKQT/kUFZW3eZttbNMmsJ34F/CncPbChD0MIyQsRO90LEYaZDMUL15c85gbz24EoEnJJmT10r+32WUu04xmPOQhnenMDGagYP+I7Z07xcrxo0fQq5fYyevubn++6cmyZcv0TkHiQKTexkLqbSycWW9Fgc8+g9GjwWQS+3K02rg3jnEMYxgJJNCOdhzmsDaB7UBRFFqXbQ2InsiugjTIZggNDdU85oZz4pujTdk2mse2lnDCaUpTbnGLBjRgKUtx0+BbYvduaNlStLXp0wcWLHB+cwwwbNgwvVOQOBCpt7GQehsLZ9dbUWDSJBg5Upjkzp3h1181iIvCl3xJT3ryiEe0pCUXuWh/YDtJNsi/ntXgTToIWYNshsqVK6vHjx/XLN7DuIfkmZaHhMQEbn14i5eyvqRZbGuJIYY3eZPDHOZVXmUPe8iB/aPs/vxTTA2KiYG+fWHePHBzkY9h4eHh5M2bV+80JA5C6m0spN7GwlX0VlUYNQqmTRNtT9euhdat7Y+bQAItack2tlGKUuxnP3nR779HfGI8eabm4WH8Qy69f4niubS9Qy9rkB1MRESEpvG2XdxGfGI8rxV+TVdznEACnenMYQ5TlKIEEaSJOT506EnNcY8ermWOARYtWqR3ChIHIvU2FlJvY+EqeisKfPEFDB8OCQnQsaOYLmsvnniylrVUoQoXuEArWvGIR/YHthEvdy+alW4GwMZzGrxBB+BC9sXx5Mhhv2l8muTyitZlNPh4aCMqKv3pzxa2kJvcbGUr+clvd9yjR8XK8cOHYtPBwoWuZY4BmjVrpncKEgci9TYWUm9j4Up6K4pYQR42TJjkDh1g0yb742YjG5vZTFGKcohDdKObriOpk72Pq9Qhu5iFcSyPHmn3acuUZGLzOTFjMrkWRw8+53MWsYgsZGEzmylLWbtjnjz5ZHx0+/awdKlr1Bz/l6NHj+qdgsSBSL2NhdTbWLia3ooC06fD0KFPTPLvv9sfNz/5CSKIXORiAxsYwhDdRlI3K90Md8WdPVf3EPU4SpccrEEaZDN4ajgH+UDoASJjIynlW4pyecppFtcaVrKS8YxHQWElK6lJTbtjnj4NDRvC3btizryzjY+2hvz57V9Jl7gOUm9jIfU2Fq6ot6KISXvvvQfx8dCmjZglYC8v8zIb2EAmMjGHOXzBF/YHtQFfb1/eKPoGpiQTQeeDdMnBGpzSICuK4qYoyjBFUc4oivJYUZRQRVGmK4qSZl80RVHKKIryiaIoBxVFCVcU5aGiKMcVRRlnyfnpRfIthdZlWqMo9rdRs5b97Kc3vQH4iq9ojf2r2OfPC3McHi7KK376Cby87A4rkUgkEokhURSYOVN0gIqNhRYt4LAGndrqUpdlLENBYQxjWMMa+4PaQEq7t3POX2bhlAYZmAF8BfwDDAF+At4HNipKmiNY+gDDgIvAJ8AI4CzwGbBfURRvS5NISEiwPvMXkFJ/rEN5xSUu0YY2xBHHQAbyf/yf3TEvX4Y334SbN8XfP/8MmZxnarZN3Lx5U+8UJA5E6m0spN7GwpX1dnMTm9y7dYPoaLEA9ddf9sftSEemMQ2AnvTkCEfsD2olyR4o6HwQ8YnxDr++NTidQVYU5RWEKV6vqmp7VVV/UFX1A+ADoAHQNY0Qa4FCqqq+rarqN6qqzlVVtQvwOVAJ6GtpLlmyZLHtTfyHsxFnORd5jlyZc1GnSB1NYlrKPe7RghZEEMFbvMUsZtk9COTaNWjQAK5fh9dfhw0bwNvijx3OS9WqVfVOQeJApN7GQuptLFxdb3d3MX22TRuIihL7fE6ftj/uB3xAX/rymMe0oQ3XuW5/UCsokasEFV6qwP24++y9qkH9SDridAYZ6AYowNf/ef4H4BFgdn6kqqrBqqreT+Wl1f/+XcHSRO7fTy2M9SSXV7Qo0wIPN8fNWo4nno505AxnqEhFVrMaD+y7/q1boqzi6lWoVQs2b4as+g8E1ISgIOeviZJoh9TbWEi9jUVG0NvTE1avFivI4eHQqBFctHPmh4LCbGZTn/rc5CataEU00dokbCGu0s3CGQ1ydSAJnp2PqKrqY+D4v6/bQqF//75t6Ql58uSx8VLPokd7NxWVwQxmJzvxw49NbCI72e2Kee8eNGkCFy5AlSoQFATZsmmUsBPQu3dvvVOQOBCpt7GQehuLjKJ3pkywfj3UqwdhYWKB6to1+2J64cU61lGKUhznON3pThJJ2iRsAU+PnXbmYXXOaJALABGqqsal8toNII+iKFZtBVMUxR34CDABK9I49l1FUYIVRQk+e/Yse/fuZcOGDaxevZrDhw8za9YsQkNDGTNmDCaTiV69egHQvXt3AHr16oXJZGLMmDGEhoYy6etJ7L+2H3fcSTyXyN69e5k3bx7nz59n4sSJREdHM3DgQAACAwOf+XvYsGGEh4czdepUTp48yZIlS9i2bRvbtm1jyZIlnDx5kqlTpxIeHp4yVjP53BpLajCf+XjEe7Dq0SoWTVzE+fPnmTdvnk3vKSrKRIUK1zh5EvLlu8vkyUfZunU1GzZscNh7Sv574MCBREdHM3HiRLve09M6zZo1i/fff5/VqzPWezp8+LB8Ty94T4GBgRnuPWVEnbR6T4MGDcpw7ykj6qTVe+rZs2eGeU/z58/i44+DKV06gqtXoU6dR0yb9qNd7yl4WzB9f+5LtsRs/MIvDH001GHvyS/Jj2xKNq7ev8r0H6drolN64HSjphVFuQh4qqpaJJXXlgLdgVyqqlrcRE9RlG+A94CxqqpOtvQ8f39/NTg42NLDU2X5ieUE/hxIoxKN+L27Bk0NLWAXu2hMYxJJZCUr6Zpm2bZ5Hj+Gli1hxw4oWhT27YNChdI+TyKRSCQSiTZERYn9P8ePwyuvwO7dYO+N7u1s5y3eIpFEFrOYnvTUJNe06PVLL5b8tYSpjaYyos4Iu+MZZdT0I+BF/RAyP3WMRSiK8inCHM+zxhwDXL582ZrDUyXogqiDal6qud2xLOEyl+lEJxJJZDSj7TbHJpOYjLdjB+TLB9u3Z1xznPzpVGIMpN7GQuptLDKi3jlzwrZtUL48nDoFzZuL6bX20IhGfMu3ALzLuxxGg55yFtC8tPBEyR7JGXHGFeStQCMgy3/LLBRF+RMoo6pqXgtjTQA+BhYBfVUr36y9K8iJSYn4Tfcj4lEEpwefTvcBITHEUJvanOAEzWnOBjbgju0j7ZKSoFcv+PFHyJUL9uyBihW1y1cikUgkEol1hIVB3bqi3WrDhmKzvL1tVgcxiDnMoSAFCSGEfOTTJtkXcC/2Hnmn5UVRFCJHRpI9k317pIyygnwEkVeNp59UFCUzUBmwyLEqivIxwhwvBfpZa47B/hXk4LBgIh5FUDxnccrmtn+kszlUVHrRixOcoAxlWMEKu8yxqsL77wtznDUrbNmS8c1xRlxxkLwYqbexkHobi4ysd4ECYiU5Xz5xdzcgABIT7Yv5NV9Thzrc4Aad6EQC2s2BSI1c3rl4rfBrmJJMbL+0PV2vZSvOaJBXAyow9D/PvwNkAZYnP6EoSklFUZ5bllUU5SNgAvAj0FtVVZu2ZxYvXtyW01JIvnXQrFSzdJ+eN4lJrGUt2cnOr/xKDnLYFW/8ePjuOzEZ79dfRUu3jM6yZcv0TkHiQKTexkLqbSwyut6lSgmTnCOH6HLRv79Y2LIVL7xYy1oKUIA/+IPhDNcu2ReQXHq65fyWdL+WLTidQVZV9STwHdBeUZT1iqL0UxRlOmKy3h6e7UKxA3imdbaiKIOBicA1YDsQoChK4FNfjS3N5ZqdvVSSRW9WupldcdJiE5v4H/9DQWEFKyiHfaUc06bB55+LRuVr1ohbOEYgecesxBhIvY2F1NtYGEHvSpVEeYW3NyxYAKNH2xfPDz/WsQ4vvPiGb1jMYk3yfBFP1yE7W7kvOGENMqS0ZRsKvAsUAyIQK8sfqaoa/dRxV4CiqqoqTz23GMxuw9yjqmp9S/KoWrWqevToUSuzF9yJuYPfl354uXsROTKSrF7pM03jEpeoRjWiiOJzPmcsY+2Kt2AB9OsnHv/4I2Tgu1TPER0djY+Pj95pSByE1NtYSL2NhZH03rJFTNwzmeCLL2DkSPvizWc+7/AOmcjEPvbhj6alvSmoqkqhGYUIexjG8f7HedXvVZtjGaUGGVVVE1VVna6qallVVTOpqlpQVdUPnjbH/x5X7Glz/O9zvVRVVcx81bc0j1u3btn8HrZe2IqKSr1i9dLNHD/mMZ3oRBRRtKY1YxhjV7wNG+Ddd8Xjb781ljkGmD59ut4pSByI1NtYSL2NhZH0bt5cjKVWFBg1CubPty9eP/rRn/7EEUc72hFOuDaJ/gdFUWhWStxhd8YyC6c0yM5C7ty5bT7XEe3d3ud9jnKUEpRgCUtQsL3Oed8+6NJFdK4YPx4GD9YwURchICBA7xQkDkTqbSyk3sbCaHoHBMA334jH/fuLumR7mMUsalOb61wnkEASsXMX4AtILrPYckEaZJfiwYMHNp2XmJTI1otbgfSrP17MYn7gBzKTmXWsIyc5bY7199/QqpUYCPLOOzBxooaJuhC7du3SOwWJA5F6Gwupt7Ewot6DB4vf30lJ0K2bmFtgK154sYY15CEP29jGJCZpl+hTNCrRCA83D/aH7ude7L10uYatSINsBm9vb5vOO3zjMHdj71IiVwlK+5bWOCv4i78YiNiA8B3fUZnKNse6ehWaNhUTetq2hdmzxW0aI1KuXPr2qZY4F1JvYyH1NhZG1Xv8eNGiNT5e/E4PCbE9VkEKspzlKCh8zMfsYId2if5L9kzZqVukLklqEr9fcsy0YUuRBtkMJpPJpvOSa2mal2queXu3KKLoQAce85g+//6xlYgIYY7DwuD112HFCvDw0DBZFyMqyuLp5ZIMgNTbWEi9jYVR9VYUmDED3n4bYmJEffKlS7bHa0ITxjMeFZUAArjJTe2S/RdnbfcmDbIZbO3w8dvF3wDtyytUVPrSl4tcpDKVU8ZD2kJMDLRsCWfPigEgGzaIVjFGJjY2Vu8UJA5E6m0spN7Gwsh6u7nBwoXQuDHcuSMWwsLt2Gf3ER/xJm9yhzt0oxsmbFs8fBFvlXoLgG0XtzlVuzdpkM3g5eVl9TmRjyIJCQvBy92L+sXqa5rPXOaynvVkJztrWYs3tjnahATo1AkOHYKiReG338SMd6Nj72AYiWsh9TYWUm9jYXS9vbxg3TqoUgUuXIAWLcTCmC24484KVuCHH3vYw8d8rGmuFV6qgJ+PHzejb/JP+D+axrYHaZDNEGPDd9OOyztQUalTuA5ZPLNolssJTjCMYQDMYx4lKWlTnKQk6NsXgoIgd27YulWMrZTAwYMH9U5B4kCk3sZC6m0spN6QLZvokVysGBw5Ap07i17JtpCPfKxiFW64MYlJBBGkWZ6KotCoRCNArCI7C9IgmyGnDcuqv18UReaNS1g8sC9NYoihK12JI46+9KULXWyONXq0GACSJYv4H6dsWc3SdHnatWundwoSByL1NhZSb2Mh9Rb4+YmFsNy5xe98e0ZS16Men/EZAD3pyS1snxXxX5qUaALgVBv1pEE2Q7iVRTuqqqaI27ikdgZ5KEM5zWle5mVmMtPmOLNmiTHSHh7i1kuNGpqlmCGYPXu23ilIHIjU21hIvY2F1PsJZco8GUm9cCF8bEeFxChG8SZvEk44velNEkma5Ji8grzn6h7iTHGaxLQXpxw17SxUq1ZNDbGiR8r5yPOU+bYMvt6+3PnwDu5u7nbnsJrVdKUrmcjEEY5QkYo2xfnlF2jfXnxyXLIEevSwO7UMh8lkwsPIbTwMhtTbWEi9jYXU+3k2bRIjqZOSYO5csZpsCze4wau8SiSRzGAGQxmqSX4V51Tk7zt/s6vnLqv3cBlm1LSzcPXqVauO335JdOVuWLyhJub4Mpd5FzH7+Su+stkcHzwomoarKnz6qTTHL6Jfv356pyBxIFJvYyH1NhZS7+dp2RK+/148HjQIfv3VtjgFKcgCFgBiRfk4xzXJL7k0NblUVW+kQTZDsWLFrDo+pbxCg/pjEyYCCOABD2hHu5TBINZy8eKTKXl9+8K4cXanlmFZvHix3ilIHIjU21hIvY2F1Dt1+vWDCRPEKnLXrrB/v21x2tCGAQwgnni60Y1HPLI7txSD7CR1yNIgm+Hy5csWH2tKMrHz8k5Am/rjKUzhIAcpSEHmMx8F6weORERAs2ZPBoLMmWPcKXmW0L17d71TkDgQqbexkHobC6n3i/noI3jnHbFw1rq1aANnC9OZzsu8zBnOMJzhduf1RtE38HL3IjgsmLuxd+2OZy+yBtkM/v7+anBwsEXHHrx+kNcWvEbJXCW58L6N323/EkIItaiFCRO/8zuNaGR1jNhYaNRIfDqsXBn27hUtXyQSiUQikRgbk0nUI2/ZAqVLw4EDotOFtfzFX9SgBvHE8zM/05a2duX15pI32XVlFz91+omO5TtafJ6sQXYwV65csfhYrdq7xRJLd7pjwsQQhthkjpOSoHt3YY4LFxa7V6U5TptevXrpnYLEgUi9jYXU21hIvc3j4QGrV4sFtPPnoW1bsaJsLa/yKl/wBQDv8i7h2DGyD+eqQ5YG2QxFixa1+Fit2ruNZSynOU1ZyjKFKTbFGDFCtHHLkUMMBJGDQCxj/vz5eqcgcSBSb2Mh9TYWUu+08fERnS0KFYJ9+6B3b7HAZi3v8z4NaEA44QxgACq2VyYke6htl/QfOy0NshnCwsIsOi46PpoD1w/gprjxZvE3bb7eTnbyNV/jgQfLWEYWrJ/EN2sWfPUVeHrC+vXwyis2p2M4xo8fr3cKEgci9TYWUm9jIfW2jIIFn9xlXrUKbPnP5oYbC1lINrKxnvWsZKXN+VTxq4Kvty9Xoq5w8d5Fm+NogTTIZsibN69Fx+29uhdTkgn/Av7kzGz99D2AKKLoRS8AxjMef6wvpfnlFxj6bzvChQvhTdu9uiEZNGiQ3ilIHIjU21hIvY2F1NtyKlWCn34Cd3eYNEn4B2spRjFmMAOAwQwmDMsWGP+Lu5s7DYo1AGD3ld02xdAKaZDNEBUVZdFxySI2LN7Q5msNZSihhFKDGoxlrNXnBwdDQIDodfzZZxAYaHMqhuXnn3/WOwWJA5F6Gwupt7GQeltH06aQPHywf3/43YYS4D70oTnNiSKKfvSzudQi2SDvurLLpvO1QhpkM2TNmtWi45INsrWTX5IJIoglLCEzmVnKUjywbvpPaKjodRwbC336wFjr/bUEqFWrlt4pSByI1NtYSL2NhdTbet59F0aOFB0uOnaEv/+27nwFhR/4gVzkIoggFmLDUjRPvNTuK7t1rUOWBtkM8fHxaR7zIO4BITdD8HDzoHbh2lZf4wEPUqblfcInlKWsVedHRwtzfOsWNGggex3bgzV9ryWuj9TbWEi9jYXU2zYmT4ZOneDBA2jeHG7etO78AhTgW74FxJ3xK1yxOofyecuTN0tewh6Gcf7ueavP1wppkM2gWOA0913bR5KaRPUC1fHx8rH6GqMYxXWu448/wxhm1bmJiaKs4q+/RB/DtWvBy8vqFCT/4u3trXcKEgci9TYWUm9jIfW2DTc3WLIEXntN3J1u2VIsxFlDxw2/IQAAIABJREFUN7rRgQ5EE21TVwtFUZ5ZRdYLaZDN4OGRdqmDPeUVu9nNXObiiScLWWh1acXIkbBxI+TKJXah+vpanYLkKXLmtG2DpcQ1kXobC6m3sZB62463N/z6K5QoAUePij1N1rR/U1D4ju/IRS62spXlLLc6h2RPpWcdsjTIZoiNjU3zmGSDnFxUbimPeEQ/+gEwjnFUpKJV58+b92w7t9KlrTpdkgpnzpzROwWJA5F6Gwupt7GQettH3rxiyl7OnMIsjxtn3fn5yMdXfAWIUgtrB4g83clCrzpkaZDNkD17drOv33983+b64/GM5yIXqUhFxjDGqnO3b4fkDjbffw/161t1uuQFNGhg3YcciWsj9TYWUm9jIfW2n7Jln7R/mzIFli617vye9KQhDYkk0uoS0nJ5yvFS1pe4FX2Lc5HnrLuwRkiDbIbIyEizryfXH9coWIOsXpZ1vAA4whFmMAM33FjAArywvHD49GmxuzQxEUaNEpNvJNqwYsUKvVOQOBCpt7GQehsLqbc2NGoE33wjHr/zDvz5p+XnKih8z/dkJjPLWU4QQZaf+1Qdsl5lFtIgm8HPz8/s6yn1x0XrWxzThIn+9EdFZRjDqE51i8+NiBAF8/fvQ/v2oqG3RDuGDx+udwoSByL1NhZSb2Mh9daOgQPhvfcgPh7atYMrVyw/tyQl+YRPABjAAKKxfMef3gNDpEE2w/Xr182+vvvqbsC6DXqzmc0xjlGYwkxggsXnxcWJb8xLl6BaNfjxR7HbVKIdI0aM0DsFiQORehsLqbexkHpry4wZ0KQJhIeL1rIPH1p+7jCGUYUqXOMa/+N/Fp+ndz9kRc8mzM6Ov7+/GhwcnOpr9x/fx3eqL+6KO/dG3bOoxCKMMMpRjoc85Bd+oQ1tLMpDVaFXL1H/U7AgHD4MBQpY804kEolEIpFIbCcqCmrVgrNnxd3sX34R9cmWcIxjVKc6KiohhFCZymmeo6oqBb4qwK3oW5wadIryecu/8FhFUUJUVfW39L1YglyDNIO5RuO21B8PYxgPeUhrWltsjkF0q1i6FLJkEW3dpDlOHwLlfG5DIfU2FlJvYyH11p6cOWHTJtFadtMmGD3a8nOrUIX3eI8kkhjEIJJIu2+coijUK1oPgD+u/mFr2jYjDbIZihcv/sLX9l3bB8AbRd+wKNZv/MYa1pCFLMxilsU5BAWJfscgTHKVKhafKrGSZcuW6Z2CxIFIvY2F1NtYSL3Th1KlYN068PCAL7+EhVZMk57IRPzw4wAHWMISi86pW6QuAH+GWrE7UCOkQTaD2RXkUGGQ6xSuk2acWGIZzGAAJjCBohS16PpnzkDXrqJB94QJ0KGDRadJbESuOBgLqbexkHobC6l3+tGgAcyeLR4PGAB791p2Xg5y8CVfAjCSkdzjXprnJBvk5EVJRyJrkM3wohrkOFMcOabkIC4xjsiRkfh6mx9hN4EJTGQiFajAUY7iiWea146Kgpo14dw5YYzXrJGb8iQSiUQikTgHw4bB119D7txib1SJEmmfo6LSgAbsYQ+DGMR3fGf2+MSkRHJ9kYuH8Q+58cENCmRLvcZU1iA7mNDQ0FSfD7kZQlxiHK/kfSVNc3yNa3zBFwB8x3cWmePERLFyfO4cVKoEixdLc+wIhg2zrpG5xLWRehsLqbexkHqnP9OmQbNmEBkJbdpAtAUd3JLHULvjzhzmEEKI2ePd3dx5rfBrAPx5zbFlFtJ2mSF//vypPp8skiXlFSMZyWMe04UuvIFl9cqjRsHWrZAnjxjx6ONjec4S2xk7dqzeKUgciNTbWEi9jYXUO/3x8ICVK6FMGfj7b9Fty5KihFd4haEMRUVlMIPT3LCX7LUcXWYhDbIZIiIiUn0+uVi8ThHzBvkP/mA1q/HGm6lMteiaS5bA9OniG2/dOihWzKqUJXawaNEivVOQOBCpt7GQehsLqbdjyJFDLORlzy48y+efW3bex3xMAQpwiEOswPzUQ7026kmDbIYcOXI895yqqikiJYuWGokk8n/8HwCjGEURiqR5vYMH4d13xePvvoM3LFtwlmhEs2bN9E5B4kCk3sZC6m0spN6Oo1w5WLECFAXGjxftaNMiG9mYhBgHPIYxPOLRC4+tWbAm7oo7x28dJzre8kl89iINshkePXpesHOR54h4FIGfjx/Fc764DdwiFqVMzBtB2hN9btwQk/Li42HQoCdGWeI4jh49qncKEgci9TYWUm9jIfV2LC1awGeficdvvw2nT6d9Tne6U5WqXOd6SneL1MjqlZUq+auQqCZy6PohjTJOG2mQzeDp+fyGupTyisJ1UBQl1fPuc5+xiPqnaUwjC1nMXic2Ftq2hVu3oH59sStU4nheVHMuyZhIvY2F1NtYSL0dz5gx0KmTGEPdpo3oxmUON9yYwQwAvuALbnDjhcfWLez4dm/SIFtJsjjmNuhNZjLhhPM6r9OZzmbjqSq88w4EB0Px4vDTT5CKL5dIJBKJRCJxWhQFFi0S3bfOn4eAANGVyxxv8Abtac8jHjGOcS88LnnPlyPrkKVBNkNCQsJzz6VVfxxKKDOZCcB0pqOQ+ipzMjNnwvLlkDWrKHTPk8fOpCU2c/PmTb1TkDgQqbexkHobC6m3PiR7mdy5xSTgcS/2vClMZSpeeLGEJS9s+5a8KHng+gFMSSYtU34h0iCbIUuWZ0sjIh5FcC7yHN4e3lT2q5zqOROYwGMe05nOVKe62fi7d8OHH4rHixdDxYoaJC2xmapVq+qdgsSBSL2NhdTbWEi99aNYMXE33N0dvvgCVq0yf3xJSvI+7wMwnOGoPN8rLn+2/BTPWZzo+GhO3TmVDlk/jzTIZrh///4z/z584zAA1QtWx9P9+TqIU5xiMYvxwIPPMd/rJDQUOncWtx9GjYKOHbXLW2IbQUFBeqcgcSBSb2Mh9TYWUm99adAAZojyYvr0gWPHzB8/jnH44sse9rCVrakeU7NQTeCJF0tvpEE2Q57/1Dsk756sUaBGqsePYQxJJNGf/pSi1AvjPn4M7dtDeDg0bmx530BJ+tK7d2+9U5A4EKm3sZB6Gwupt/689x707v2kEUF4+IuPzUlOxjAGgLGMTXV4SLL3kgbZCfhvDdPhMCFKjYLPG+Q/+IONbMQHHz7ioxfGVFUYPFhsyitWTEyhcXfXNG2JjUyaNEnvFCQOROptLKTexkLqrT+KAnPmQK1acO0adOsGJjPlw4MZTEEKcoxjrGXtc68nryAfuuGYVm+KaslcQIPi7++vBgcHA2JASJ5pebgbe5cr/3eFojmLphynolKb2hzkIBOZaNYgz50LAweCtzfs3w+VUy9llkgkEolEInF5btyAqlXhzh1RUjplyouPncc8+tOfMpThFKfwwCPltdiEWLJPyU6SmsT90ffx8fJJeU1RlBBVVf21zFuuIJvh8uXLKY8v3bvE3di75MuajyI5np2Kt4UtHOQgL/ESH/DBC+Pt3w/vizp0fvhBmmNnIzAwUO8UJA5E6m0spN7GQurtPBQsCGvWPNm0t379i4/tTW9KUYpznGMxi595zdvTm0r5KpGkJhESlnq3Cy2RBtkMxYs/mZSXvKRfo2CNZwaEqKhMYAIgRkr74ENq3LwJHTpAQgIMHSomzUici2XLlumdgsSBSL2NhdTbWEi9nYt69WDaNPG4Z084cyb14zzx5FM+BWAiE3nM42ded2QdsjTIZnh6BTlZjP/WH29iE8EEk498DGBAqnHi40WXilu3xDfJ1Knpl7PEduSKg7GQehsLqbexkHo7H0OHQpcuEB0N7dqJiXup0ZnOVKYy17nO93z/zGuOrEOWBtkMT68gp2aQn149Hs3oF46UHjZMlFcUKiRuM8hJec6JXHEwFlJvYyH1NhZSb+dDUWD+fHjlFbGC3Lu3aFzwX9xwS/FWU5n6zCpysgeTK8g6c+3aNQASEhM4evMoANULPBn+sZGNHOUofvjRn/6pxli8GGbPhkyZRN3NSy+le9oSGxk4cKDeKUgciNTbWEi9jYXU2znx8RFeKHt2WLcOvvwy9eNa05pKVCKMMBaxKOX5cnnKkc0rG6EPQrn5MH2nJUqDbIZChQoBcPLOSeIS4yiTuwy5vHMBz68ee+P93PnHjsGAf6suZs+G6uYH60l0ZlpygZTEEEi9jYXU21hIvZ2XMmVg6VLxePRo2Lnz+WMUFMYzHoApTCGeeADcFDeqFxRmKr1XkaVBNsOtW7eApyboPbV6vIlNHOMY+cnPu7z73LlRUaLuOC4O3nlHTJKRODfTp0/XOwWJA5F6Gwupt7GQejs3bdrA2LGQlCTqkkNDnz+mPe0pT3mucY0f+THl+eSNesFhwemaozTIZsidOzcAx26KGYnV8ldLee0LvgDgQz58bvU4KUns0rx0SfT+mzXLQQlL7CIgIEDvFCQOROptLKTexkLq7fx88gk0aQIREU8WFJ/GDTfGMQ6ASUzChJgyUiV/FQCO3UpjfrWdSINshgcPHgBw/PZxACr7icbFf/77Jyc5eYd3njtv2jTYsAFy5oS1ayFzZsflLLGdXbt26Z2CxIFIvY2F1NtYSL2dH3d3WLECihaFw4efzIl4mi50oTSlucQlVrISgCp+0iDrjre3N6YkEydunwCeGOTk1ePBDCYb2Z45Z/ducdsA4Mcf4alGGBInp1y5cnqnIHEgUm9jIfU2FlJv1yB3brFpL1MmmDdPNDZ4GnfcGc1oAKYzHRWVkr4l8fHyIexhGHdi7qRbbtIgm8FkMnE24iyPTY8plrMYubxz/X979x4lRXnmcfz7MMNVCaOAipcwKEY9aCQuXpJovCXuWYWNMcFLwAiKd03CajwnZr2sxlyNuom6ComLGlREg5GTqDGJuEaCgkYT5Yg3iEQuQlQMwwACz/7xVg/lpGnGruqqnqnf55w6NVNVb/dT80zPPF391vvyIi8yk5n0ohdf5YNvd5YuhZNPDl0svvlNGDkyp8ClKu+++27eIUiGlO9iUb6LRfnuPA44IAxkAHDeefCXv3xw/xjGsCM78jzP83t+Tzfrxv477g/Ac8ueq1lcKpArcPe2H37pkv4PCXfGjmc8O7B5zLb33w8dzZcvhyOPDH1rpHNpbW3NOwTJkPJdLMp3sSjfncvpp8O4cdDaCqNHf3ASkZ705AIuAMJVZIh1s1hau24WKpAr6NGjR1sfl+E7DWcpS5nKVLrRjYu5+APHXnopPPEEDBoEd98NjY15RCxJDFF/mEJRvotF+S4W5bvzuekm2G8/WLAgjP4Vn0TkXM6lN715iIeYz/xMbtRTgVxBS0tL2w//Ezt9glu5lQ1s4HiOZ3d2bztuxoww2HVDQ5gpb8cd84pYkpgzZ07eIUiGlO9iUb6LRfnufPr0genTw2Qi06Zt7nYB0J/+jGMcANdxXds9YepikZOmpqa2H/6wQcPa5gS/kAvbjnnllfCxAMAPfgCHHpp1lJKWL3zhC3mHIBlSvotF+S4W5btz2muvMB01wMSJMHfu5n0TmYhh3MmdDBw4kMZujbz895dZvX51TWJRgVzBshXLeLv1bfr37s+cvnNYxjL2ZV8O53AA1qwJY/e99x6ccEJIpnReN8ffrkqXp3wXi/JdLMp353XSSXD++eHerhNPhHfeCdv3ZE9GMpL1rGdq41SGDRyG420jjaXNPN7JQz5g6L5D/bXRr3H0kKNp/Uors5nNLdzC2ZwNwPjxYUiSoUNh3jzo1y/feCWZDRs20KjO44WhfBeL8l0synfntm4dHHZYuII8ahQ88AB06wYP8RDHcixDGMJhDxzGHc/fwc3H3sx5B533jLuPSDMGXUGuYOmKpQAM3GMgs5lNP/oxhjFAKIynTIHeveH++1UcdwUTJkzIOwTJkPJdLMp3sSjfnVvPnuGerqYmmDkz3OcFcAzH0EwzC1lI9z27AzB/xfyaxKACuYJefcMUeEs+tgSAcYxjW7Zl/vxw+R/gxhvh4x/PK0JJ05T2I5RLl6Z8F4vyXSzKd+fX3Ax33BG+Lo0U1kADZ3EWAPMHh8J4/koVyJlb1bIKGuHZ/s8CMIEJrFkT+sSsWQNjx4ZuFtI1nHrqqXmHIBlSvotF+S4W5btrGDUKLrkENm4ME7G99Raczuk00sjT2zwNfeHFt16syXOrD3IFDbs0+KYfb4IvwghGMJe5nHEG3HZbuNNy3rwwHImIiIiIpG/DBjjqqHAF+eij4ZFH4JSGE5nOdLrP6s77j78PV6I+yFna5JvoMaIHEN6x/PznoTju1WvzWH3SdYwrjdcnhaB8F4vyXSzKd9fR2Aj33AMDB8LvfgdXX03bmMgN+zfU7Hl1BbkC282cN6Cn9eTxl5Zz9Ih+tLTApElhlhfpWnTXc7Eo38WifBeL8t31/Pa3cMwx4etHfreBMUfuzApWwK3AObqCnK3egMFxrV/izBNDcXzKKaCbY7umyy67LO8QJEPKd7Eo38WifHc9n/0sfOtbYQrq08Y0MuqtM8KOGg2UULdXkM2sG/A14GygGVgB3Atc7u4ttW4PYPub8zx87uzXeXTSEPbcE555Bvr2reaMpN4tXryY3XbbLe8wJCPKd7Eo38WifHdN8f7IB//ruzz16+2hxeEjxbqCfD1wHTAfuBCYDnwVmBkVv7VuD92h+12n8uikIW1j8qk47rpmzJiRdwiSIeW7WJTvYlG+u6bGRrjrLujfH556pImm718DNarL6rKDjpkNIxS1v3D3L8a2LwR+DJwM3FWr9m3W9WTT2bcAcP31MHx4NWcjncUhhxySdwiSIeW7WJTvYlG+u65dd4Xbb4eRI2HVZZfA4TOBP6b+PPV6BfkUwIAb2m2fDKwBxta4ffDa7mxc3YfRo+GcczrUQjqxhQsX5h2CZEj5Lhblu1iU767tuOPg4ovBNzbAyffU5DnqtUA+ENgEPB3f6O5rgeei/bVsH7T2oXn3jUyeDGYdC1w6r969e+cdgmRI+S4W5btYlO+u75pr4KCDN8Hij9bk8eu1QN4ZWOnu68rsexMYYGY9atg+MOe+exvo168jIUtn19TUlHcIkiHlu1iU72JRvru+Hj1g2j3d6NZvVU0evy77IAN9gHLFLcDa2DHr025vZmdBNNE3rBsxwl7YarTSVQwAVuYdhGRG+S4W5btYlO9i2SvtB6zXAnkNsMMW9vWKHZN6e3efBEwCMLN5aQ8bIvVL+S4W5btYlO9iUb6Lxczmpf2Y9drFYgmhG0TPMvt2IXSf2NLV4zTai4iIiEhB1WuBPJcQ20HxjWbWCxgObO2dQtL2IiIiIlJQ9VogTwMc+Hq77WcS+g5PLW0wsz3MbO9q22/FpI4GLF2C8l0synexKN/FonwXS+r5rueppn8CXADMAH4N7EOYCe9J4Ch33xQdtwgY7O5WTXsRERERkbh6LpAbCFeAzwKaCXejTgMud/fVseMWUb5A7lB7EREREZG4ui2QRURERETyUK99kGvCzLqZ2UQze8nM1prZYjP7kZltk0V7yVaSfJnZx8zsKjObY2YrzOwfZvacmX1L+a5Pab4+zayPmS00MzezG2sRrySTRr7NbHszu9bMXo0eY4WZPWZmh9UydvnwUvj/va2ZXWpmf4n+nq80s9lmNs5Mc+XWGzP7pplNN7PXo7/Di6p8nK+Y2Z/MrNXMlpvZT81sYEfaFqpABq4HrgPmAxcC0wn9kmeaWUd+FknbS7aS5Ot0YCLwGnAV8A1gAfBtYLaZaR7T+pPm6/MqwkQDUr8S5dvMBgPPAKcB9wHnAd8BFhGGA5X6UnW+o/0PAVcTRrm6iPC3vAH4X+B7tQtbqvQd4CjC/+B3qnkAM5sI3A6sAr4G3AqcDMzq0Bsrdy/EAgwDNgH3t9t+IWHEiy/Xsr2WTpfvEUC/Mtu/HbW/IO9z1JJevtu1OQDYAPxH1PbGvM9PS/r5Bp4AFgOD8j4fLbXNN/DJ6Ljr223vAbwOvJv3OWr5p5ztHvv6BWDRh2w/AGgBngYaYttHRb8Ll27tMYp01fMUwIAb2m2fTJhVb2yN20u2EuXL3ee5e7kJ3qdF630TRyhpSuX1Gd3cOxl4GPhFmgFKqhLl28w+AxwK/MDdl5pZdzPrU5NIJQ1JX98fidZL4hs9TBi2klBISR1x99cTPsTxhGF9f+LuG2OPO5Pwpmir/xOKVCAfSHgH+nR8o7uvBZ6L9teyvWSrVvnaNVovrz40qYG08j0R2JswRKTUr6T5PjZav2FmM4FWoMXMXjYzXeyoP0nz/TTwLnCJmY02s4+a2V5m9l3gX4Ar0w9Zclb6nfhjmX1zgL3NbNtKD1CkAnlnwhTT68rse5MwNXWPGraXbKWer+jq4uWEj9/vSh6ipChxvs1sCPBfwFXuvij9ECVFSfO9V7SeDGxP6Id8BrAeuNPMxqcZrCSWKN/u/g7w78DbwL3AX4GXgPOBL7r75PRDlpztHK3fLLPvTcInEjuX2demMe2I6lgfoNyLC2Bt7Jj1NWov2apFvm4ADiH0XVqQIDZJXxr5/h9gIeFGIKlvSfPdN1r/Azgy+qgdM5tB+Pj1O2Z2u2tCqXqRxut7NaEv64PAbMIbo/OBu8zs8+7+aEqxSn0odZkq93uztt0xZRXpCvIaoOcW9vWKHVOr9pKtVPNlZlcTPnaf5O7fTRibpC9RvqOP1Y8BznH391OOTdKX9PXdGq3vLhXH0Hal8UFgJzZfZZb8JX1970coih9192+4+wx3/xmhH/oyYHL0CaF0HaXfh3K/Nx2qAYpUIC8hfAxT7oe1C+Hjm0rvPpO2l2ylli8zuxL4T8JwQOekFqGkqep8R22uI0xJv8zMhprZUGBwdEi/aFtTLQKXqiR9ff8tWi8rs29ptN4uQXySrqT5nkgoiqbHN7r7GuBXhNd6czqhSp0o3ZBZbsjGXQgjWSwps69NkQrkuYTzPSi+0cx6AcOBeTVuL9lKJV9mdgVwBXAHMMGjcWKk7iTJd29gIHAc8EpsmRXtHxt9PyHViCWJpK/v0s1eu5bZV9r2VpIAJVVJ810qkspdJW5st5auYW60/mSZfQcDC9x9daUHKFKBPI3wjuHr7bafSeiHMrW0wcz2MLO9q20vdSFpvjGzywl3N98JjFd/xLqWJN8twOgyy3nR/oej7x+sSeRSjaSv7wcI/Y/Hxu9kN7NBhOGhXnH3V2sRuFQlab7nR+tx8Y3Rp0KfJ0xE8VqK8UqGolFJ9jaz7rHNvyR0pbog3n3GzEYBe9CBms2KdEHMzH5C6Ec6g/Bx6j6EmXieBI4qFUDRlIaD3d2qaS/1IUm+zex84EbgDeAywhBDcct1U0d9Sfr6LvN4zYSb9m5ydw37VmdS+Ht+FmFmrReB2wiTRpwLDAJGuvtvsjkT6YiEf88HA88Sus1MjdpsTyiwm4Hz3f3mrM5Fts7MTmVzN7cLCa/PH0Xf/9Xd74wdOws4HBgSH4HIzC4CriV8Gng34ZOEiwgTBB24tSvIuc+WkuVC+HjlIsKUwesIQ31cB2zb7rhF4UdTXXst9bEkyTcwhXDFYkvLrLzPT0t6+d7C4zWjmfTqdkkj38AJhDFRWwhXlH8DfDrvc9OSfr4JVw1vJ/Q/fx94D/g/4IS8z01L2XzP6uj/39ixzWUeZxzwPGHkircIb4Z36EgMhbqCLCIiIiKyNUXqgywiIiIislUqkEVEREREYlQgi4iIiIjEqEAWEREREYlRgSwiIiIiEqMCWUREREQkRgWyiIiIiEiMCmQRkTpnZteYmZvZ+Hbbj4i2L8optA4xszFRnD/MOxYRkY7QRCEiInXMzHYCXiPMArWnu2+I7TsCeIww9WpzjePoCRwBHBhbBkW7/83dH67QtgF4CdiVcA5/q2WsIiJJNeYdgIiIVHQF0Af4frw4jqwhTL37ZgZx7ANssQiuxN03mtn3gJ8SzufMNAMTEUmbriCLiNQpM9sOWAI4sIO7r84xluGEq9XPAHOBecB90e6KV5Cj9n0IV8G7A7u4+8oahisikoiuIIuI1K+xQC9gep7FceTPwPYeu6piZh1u7O5rzOxB4BTCed2QeoQiIinRTXoiIjVkZouiG9SOMLOPmtlPzWyxma01s4Vmdq2Z9dtC89JNefdu4bEzu0nP3Td58o8cS+cxvuJRIiI5U4EsIpKNoYRuCWcATYRuE83ARcA8MxsUP9jMBgCfiL59Mrswa6p0Hh+Pbj4UEalLKpBFRLJxLbAKOMzd+wLbAMcDKwnF8+3tjv90tF7q7kszi7KG3H0F8Eb07aF5xiIiUokKZBGRbPQk3Mz2B2jrsvBL4MRo/+fMLF40HhSt/1zNk5nZuKj7RTXLlGpPsgOej9YH1/A5REQS0U16IiLZuNfdX22/0d0fM7PZwKeALwF/iHaVulxUO9pDK7C8yrarqmzXEaXzGVTxKBGRHKlAFhHJxqwK+x4nFMgHxLYNiNbvVPNk7j4NmFZN2xornc+AikeJiORIXSxERLJRaTKP0r6BsW09o/X62oSTm7XRuneuUYiIVKACWUQkf+UGFH47WjdlGUgGtovWf881ChGRCtTFQkQkGztX2Ffqj7sitq3UV3c7qmBmJwH/XU1bYJq7f63KtltTOh/NpCcidUsFsohINg4HplTYB/BsbNuCaD2kyufrDexYZdstTVyShuZo/VINn0NEJBF1sRARycZJZrZ7+41m9hk2j3k8PbarNKnGvmbW68M+mbtPcXerchn3oc+uA8ysERgefftELZ5DRCQNKpBFRLKxHnjIzD4FYGbdzGwUcF+0/1F3j8+Y92fgPcInfcOpA2a2nZkNKC2xXR+Jbzez7lt4iP2AXkAL8KeaBywiUiUVyCIi2biY0P/2STP7B7AaeJAwcsWrwGnxg919I3B/9O1xGcZZyZ8I/aRLS8m0dts//c9Ngc3ncb+7b6hVkCIiSalAFhHJxqvACOA2wkQcDcAi4EfAiC1MJ/2zaH1SFgHblgo/AAAA3klEQVRm4ORo/bOKR4mI5MzcPe8YRES6LDNbBAwGjnT3WVW0fwEYBhzo7vPSjS47ZrYfodvIAnffO+94REQq0RVkEZH6dkW0vjjXKJIrxX9lnkGIiHSECmQRkTrm7vcDTwGjzexjecdTDTMbAnyZ0Ie5Hqe/FhH5AI2DLCJS/84FPk+YbOTlnGOpxi7ANcCvXP36RKQTUB9kEZEaStoHWUREsqcCWUREREQkRn2QRURERERiVCCLiIiIiMSoQBYRERERiVGBLCIiIiISowJZRERERCRGBbKIiIiISMz/A3u4kOD3C3TXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def gini(p):\n",
    "    return p * (1 - p) + (1 - p) * (1 - (1 - p))\n",
    "\n",
    "\n",
    "def entropy(p):\n",
    "    return - p * np.log2(p) - (1 - p) * np.log2((1 - p))\n",
    "\n",
    "x = np.arange(0.0, 1.0, 0.0001)\n",
    "\n",
    "ent = [entropy(p) if p != 0 else None for p in x]\n",
    "sc_ent = [e * 0.5 if e else None for e in ent]\n",
    "\n",
    "fig, ax = plt.subplots(nrows = 1, ncols = 1, figsize = (10,7));\n",
    "\n",
    "for i, lab, ls, c, in zip([ent, sc_ent, gini(x)], \n",
    "                          ['Entropy', 'Entropy\\n(scaled)', \n",
    "                           'Gini'],\n",
    "                          ['-', '-', '-'],\n",
    "                          ['green', 'lime', 'blue']):\n",
    "    ax.plot(x, i, label=lab, linestyle=ls, lw=2, color=c)\n",
    "\n",
    "ax.legend(fontsize = 14, edgecolor = 'k', bbox_to_anchor=(.8, 0.76))\n",
    "ax.grid(True,\n",
    "        axis = 'both',\n",
    "        zorder = 0,\n",
    "        linestyle = ':',\n",
    "        color = 'k')\n",
    "\n",
    "ax.axhline(y=0.5, linewidth=2.4, color='k', linestyle='--')\n",
    "#ax.axhline(y=1.0, linewidth=2.4, color='k', linestyle='--')\n",
    "ax.set_ylim([0, 1.005])\n",
    "ax.set_xlim([0, 1])\n",
    "ax.tick_params(labelsize = 18)\n",
    "ax.set_xlabel('p(i=1)', fontsize = 24)\n",
    "ax.set_ylabel('Impurity Index', fontsize = 24)\n",
    "fig.tight_layout()\n",
    "fig.savefig('../images/entropy_vs_gini.png', dpi = 300)\n",
    "#plt.savefig('images/03_19.png', dpi=300, bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
